{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "import scipy.stats as stats \n",
    "import scipy\n",
    "\n",
    "\n",
    "from datetime import datetime \n",
    "import statsmodels.formula.api as smf \n",
    "\n",
    "\n",
    "\n",
    "from matplotlib import style\n",
    "import matplotlib.pyplot as plt  \n",
    "import matplotlib.dates as mdates\n",
    "\n",
    "\n",
    "from matplotlib.font_manager import FontProperties \n",
    "from pylab import mpl\n",
    "#mpl.rcParams['font.sans-serif'] = ['SimHei']\n",
    "#plt.rcParams['font.family'] = 'Times New Roman'\n",
    "\n",
    "\n",
    "#输出矢量图 渲染矢量图\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'svg'\n",
    "\n",
    "from IPython.core.interactiveshell import InteractiveShell # jupyter运行输出的模块\n",
    "#显示每一个运行结果\n",
    "InteractiveShell.ast_node_interactivity = 'all'\n",
    "\n",
    "#设置行不限制数量\n",
    "#pd.set_option('display.max_rows',None)\n",
    "\n",
    "#设置列不限制数量\n",
    "pd.set_option('display.max_columns', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Preclose</th>\n",
       "      <th>Open</th>\n",
       "      <th>Highest</th>\n",
       "      <th>Lowest</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Money</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1990-12-19</th>\n",
       "      <td></td>\n",
       "      <td>96.050</td>\n",
       "      <td>99.980</td>\n",
       "      <td>95.790</td>\n",
       "      <td>99.980</td>\n",
       "      <td>126000.00</td>\n",
       "      <td>4.940000e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-12-20</th>\n",
       "      <td>99.98</td>\n",
       "      <td>104.300</td>\n",
       "      <td>104.390</td>\n",
       "      <td>99.980</td>\n",
       "      <td>104.390</td>\n",
       "      <td>19700.00</td>\n",
       "      <td>8.400000e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-12-21</th>\n",
       "      <td>104.39</td>\n",
       "      <td>109.070</td>\n",
       "      <td>109.130</td>\n",
       "      <td>103.730</td>\n",
       "      <td>109.130</td>\n",
       "      <td>2800.00</td>\n",
       "      <td>1.600000e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-12-24</th>\n",
       "      <td>109.13</td>\n",
       "      <td>113.570</td>\n",
       "      <td>114.550</td>\n",
       "      <td>109.130</td>\n",
       "      <td>114.550</td>\n",
       "      <td>3200.00</td>\n",
       "      <td>3.100000e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990-12-25</th>\n",
       "      <td>114.55</td>\n",
       "      <td>120.090</td>\n",
       "      <td>120.250</td>\n",
       "      <td>114.550</td>\n",
       "      <td>120.250</td>\n",
       "      <td>1500.00</td>\n",
       "      <td>6.000000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-24</th>\n",
       "      <td>2748.918</td>\n",
       "      <td>2770.754</td>\n",
       "      <td>2863.152</td>\n",
       "      <td>2761.372</td>\n",
       "      <td>2863.126</td>\n",
       "      <td>4776195.45</td>\n",
       "      <td>4.427953e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-25</th>\n",
       "      <td>2863.126</td>\n",
       "      <td>2901.419</td>\n",
       "      <td>2952.451</td>\n",
       "      <td>2889.048</td>\n",
       "      <td>2896.306</td>\n",
       "      <td>5682598.16</td>\n",
       "      <td>5.166981e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-26</th>\n",
       "      <td>2896.306</td>\n",
       "      <td>2893.745</td>\n",
       "      <td>3000.953</td>\n",
       "      <td>2889.014</td>\n",
       "      <td>3000.953</td>\n",
       "      <td>5763192.61</td>\n",
       "      <td>5.246691e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-27</th>\n",
       "      <td>3000.953</td>\n",
       "      <td>3049.103</td>\n",
       "      <td>3087.529</td>\n",
       "      <td>3017.445</td>\n",
       "      <td>3087.529</td>\n",
       "      <td>4922871.63</td>\n",
       "      <td>4.806126e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>3087.529</td>\n",
       "      <td>3194.722</td>\n",
       "      <td>3358.588</td>\n",
       "      <td>3153.697</td>\n",
       "      <td>3336.497</td>\n",
       "      <td>11023379.17</td>\n",
       "      <td>1.167773e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8251 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Preclose      Open   Highest    Lowest     Close       Volume  \\\n",
       "Day                                                                         \n",
       "1990-12-19              96.050    99.980    95.790    99.980    126000.00   \n",
       "1990-12-20     99.98   104.300   104.390    99.980   104.390     19700.00   \n",
       "1990-12-21    104.39   109.070   109.130   103.730   109.130      2800.00   \n",
       "1990-12-24    109.13   113.570   114.550   109.130   114.550      3200.00   \n",
       "1990-12-25    114.55   120.090   120.250   114.550   120.250      1500.00   \n",
       "...              ...       ...       ...       ...       ...          ...   \n",
       "2024-09-24  2748.918  2770.754  2863.152  2761.372  2863.126   4776195.45   \n",
       "2024-09-25  2863.126  2901.419  2952.451  2889.048  2896.306   5682598.16   \n",
       "2024-09-26  2896.306  2893.745  3000.953  2889.014  3000.953   5763192.61   \n",
       "2024-09-27  3000.953  3049.103  3087.529  3017.445  3087.529   4922871.63   \n",
       "2024-09-30  3087.529  3194.722  3358.588  3153.697  3336.497  11023379.17   \n",
       "\n",
       "                   Money  \n",
       "Day                       \n",
       "1990-12-19  4.940000e+05  \n",
       "1990-12-20  8.400000e+04  \n",
       "1990-12-21  1.600000e+04  \n",
       "1990-12-24  3.100000e+04  \n",
       "1990-12-25  6.000000e+03  \n",
       "...                  ...  \n",
       "2024-09-24  4.427953e+07  \n",
       "2024-09-25  5.166981e+07  \n",
       "2024-09-26  5.246691e+07  \n",
       "2024-09-27  4.806126e+07  \n",
       "2024-09-30  1.167773e+08  \n",
       "\n",
       "[8251 rows x 7 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('datasets/000001.csv')\n",
    "data['Day'] = pd.to_datetime(data['Day'],format='%Y/%m/%d')\n",
    "data.set_index('Day', inplace = True)\n",
    "data.sort_values(by = ['Day'],axis=0, ascending=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Preclose</th>\n",
       "      <th>Open</th>\n",
       "      <th>Highest</th>\n",
       "      <th>Lowest</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Money</th>\n",
       "      <th>Raw_return</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-01-03</th>\n",
       "      <td>647.870</td>\n",
       "      <td>637.720</td>\n",
       "      <td>647.710</td>\n",
       "      <td>630.530</td>\n",
       "      <td>639.880</td>\n",
       "      <td>23451800.00</td>\n",
       "      <td>1.806930e+08</td>\n",
       "      <td>-0.012333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-04</th>\n",
       "      <td>639.880</td>\n",
       "      <td>641.900</td>\n",
       "      <td>655.510</td>\n",
       "      <td>638.860</td>\n",
       "      <td>653.810</td>\n",
       "      <td>42222000.00</td>\n",
       "      <td>3.069230e+08</td>\n",
       "      <td>0.021770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-05</th>\n",
       "      <td>653.810</td>\n",
       "      <td>655.380</td>\n",
       "      <td>657.520</td>\n",
       "      <td>645.810</td>\n",
       "      <td>646.890</td>\n",
       "      <td>43012300.00</td>\n",
       "      <td>3.015330e+08</td>\n",
       "      <td>-0.010584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-06</th>\n",
       "      <td>646.890</td>\n",
       "      <td>642.750</td>\n",
       "      <td>643.890</td>\n",
       "      <td>636.330</td>\n",
       "      <td>640.760</td>\n",
       "      <td>48748200.00</td>\n",
       "      <td>3.537580e+08</td>\n",
       "      <td>-0.009476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-01-09</th>\n",
       "      <td>640.760</td>\n",
       "      <td>637.520</td>\n",
       "      <td>637.550</td>\n",
       "      <td>625.040</td>\n",
       "      <td>626.000</td>\n",
       "      <td>50985100.00</td>\n",
       "      <td>3.985190e+08</td>\n",
       "      <td>-0.023035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-24</th>\n",
       "      <td>2748.918</td>\n",
       "      <td>2770.754</td>\n",
       "      <td>2863.152</td>\n",
       "      <td>2761.372</td>\n",
       "      <td>2863.126</td>\n",
       "      <td>4776195.45</td>\n",
       "      <td>4.427953e+07</td>\n",
       "      <td>0.041547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-25</th>\n",
       "      <td>2863.126</td>\n",
       "      <td>2901.419</td>\n",
       "      <td>2952.451</td>\n",
       "      <td>2889.048</td>\n",
       "      <td>2896.306</td>\n",
       "      <td>5682598.16</td>\n",
       "      <td>5.166981e+07</td>\n",
       "      <td>0.011589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-26</th>\n",
       "      <td>2896.306</td>\n",
       "      <td>2893.745</td>\n",
       "      <td>3000.953</td>\n",
       "      <td>2889.014</td>\n",
       "      <td>3000.953</td>\n",
       "      <td>5763192.61</td>\n",
       "      <td>5.246691e+07</td>\n",
       "      <td>0.036131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-27</th>\n",
       "      <td>3000.953</td>\n",
       "      <td>3049.103</td>\n",
       "      <td>3087.529</td>\n",
       "      <td>3017.445</td>\n",
       "      <td>3087.529</td>\n",
       "      <td>4922871.63</td>\n",
       "      <td>4.806126e+07</td>\n",
       "      <td>0.028850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>3087.529</td>\n",
       "      <td>3194.722</td>\n",
       "      <td>3358.588</td>\n",
       "      <td>3153.697</td>\n",
       "      <td>3336.497</td>\n",
       "      <td>11023379.17</td>\n",
       "      <td>1.167773e+08</td>\n",
       "      <td>0.080637</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7223 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Preclose      Open   Highest    Lowest     Close       Volume  \\\n",
       "Day                                                                         \n",
       "1995-01-03   647.870   637.720   647.710   630.530   639.880  23451800.00   \n",
       "1995-01-04   639.880   641.900   655.510   638.860   653.810  42222000.00   \n",
       "1995-01-05   653.810   655.380   657.520   645.810   646.890  43012300.00   \n",
       "1995-01-06   646.890   642.750   643.890   636.330   640.760  48748200.00   \n",
       "1995-01-09   640.760   637.520   637.550   625.040   626.000  50985100.00   \n",
       "...              ...       ...       ...       ...       ...          ...   \n",
       "2024-09-24  2748.918  2770.754  2863.152  2761.372  2863.126   4776195.45   \n",
       "2024-09-25  2863.126  2901.419  2952.451  2889.048  2896.306   5682598.16   \n",
       "2024-09-26  2896.306  2893.745  3000.953  2889.014  3000.953   5763192.61   \n",
       "2024-09-27  3000.953  3049.103  3087.529  3017.445  3087.529   4922871.63   \n",
       "2024-09-30  3087.529  3194.722  3358.588  3153.697  3336.497  11023379.17   \n",
       "\n",
       "                   Money  Raw_return  \n",
       "Day                                   \n",
       "1995-01-03  1.806930e+08   -0.012333  \n",
       "1995-01-04  3.069230e+08    0.021770  \n",
       "1995-01-05  3.015330e+08   -0.010584  \n",
       "1995-01-06  3.537580e+08   -0.009476  \n",
       "1995-01-09  3.985190e+08   -0.023035  \n",
       "...                  ...         ...  \n",
       "2024-09-24  4.427953e+07    0.041547  \n",
       "2024-09-25  5.166981e+07    0.011589  \n",
       "2024-09-26  5.246691e+07    0.036131  \n",
       "2024-09-27  4.806126e+07    0.028850  \n",
       "2024-09-30  1.167773e+08    0.080637  \n",
       "\n",
       "[7223 rows x 8 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_new = data['1995-01':'2024-09'].copy()\n",
    "data_new['Close'] = pd.to_numeric(data_new['Close'])\n",
    "data_new['Preclose'] = pd.to_numeric(data_new['Preclose'])\n",
    "\n",
    "data_new['Raw_return'] = data_new['Close'] / data_new['Preclose'] - 1\n",
    "data_new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Raw_return</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-01-31</th>\n",
       "      <td>-0.131631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-02-28</th>\n",
       "      <td>-0.023694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-03-31</th>\n",
       "      <td>0.177803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-04-30</th>\n",
       "      <td>-0.103552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-05-31</th>\n",
       "      <td>0.207922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-31</th>\n",
       "      <td>-0.005801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-30</th>\n",
       "      <td>-0.038684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-31</th>\n",
       "      <td>-0.009656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-31</th>\n",
       "      <td>-0.032849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>0.173908</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>357 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Raw_return\n",
       "Day                   \n",
       "1995-01-31   -0.131631\n",
       "1995-02-28   -0.023694\n",
       "1995-03-31    0.177803\n",
       "1995-04-30   -0.103552\n",
       "1995-05-31    0.207922\n",
       "...                ...\n",
       "2024-05-31   -0.005801\n",
       "2024-06-30   -0.038684\n",
       "2024-07-31   -0.009656\n",
       "2024-08-31   -0.032849\n",
       "2024-09-30    0.173908\n",
       "\n",
       "[357 rows x 1 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Month_data = data_new.resample('ME')['Raw_return'].apply(lambda x: (1+x).prod() - 1).to_frame()\n",
    "Month_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Raw_return</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-03-31</th>\n",
       "      <td>-0.001466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-06-30</th>\n",
       "      <td>-0.025258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-09-30</th>\n",
       "      <td>0.145660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-12-31</th>\n",
       "      <td>-0.231358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996-03-31</th>\n",
       "      <td>0.001981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-09-30</th>\n",
       "      <td>-0.028603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-12-31</th>\n",
       "      <td>-0.043575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-03-31</th>\n",
       "      <td>0.022263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-30</th>\n",
       "      <td>-0.024255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>0.124383</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>119 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Raw_return\n",
       "Day                   \n",
       "1995-03-31   -0.001466\n",
       "1995-06-30   -0.025258\n",
       "1995-09-30    0.145660\n",
       "1995-12-31   -0.231358\n",
       "1996-03-31    0.001981\n",
       "...                ...\n",
       "2023-09-30   -0.028603\n",
       "2023-12-31   -0.043575\n",
       "2024-03-31    0.022263\n",
       "2024-06-30   -0.024255\n",
       "2024-09-30    0.124383\n",
       "\n",
       "[119 rows x 1 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Quarter_data = data_new.resample('QE')['Raw_return'].apply(lambda x: (1+x).prod() - 1).to_frame()\n",
    "Quarter_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Raw_return</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-12-31</th>\n",
       "      <td>-0.142899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996-12-31</th>\n",
       "      <td>0.651425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997-12-31</th>\n",
       "      <td>0.302153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998-12-31</th>\n",
       "      <td>-0.039695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999-12-31</th>\n",
       "      <td>0.191750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-12-31</th>\n",
       "      <td>0.517277</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2001-12-31</th>\n",
       "      <td>-0.206180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2002-12-31</th>\n",
       "      <td>-0.175167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2003-12-31</th>\n",
       "      <td>0.102670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004-12-31</th>\n",
       "      <td>-0.153997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-12-31</th>\n",
       "      <td>-0.083253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006-12-31</th>\n",
       "      <td>1.304334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007-12-31</th>\n",
       "      <td>0.966593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008-12-31</th>\n",
       "      <td>-0.653941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009-12-31</th>\n",
       "      <td>0.799825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-12-31</th>\n",
       "      <td>-0.143131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-12-31</th>\n",
       "      <td>-0.216753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31</th>\n",
       "      <td>0.031695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-12-31</th>\n",
       "      <td>-0.067493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-31</th>\n",
       "      <td>0.528691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31</th>\n",
       "      <td>0.094136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-31</th>\n",
       "      <td>-0.123062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-31</th>\n",
       "      <td>0.065578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-31</th>\n",
       "      <td>-0.245911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-12-31</th>\n",
       "      <td>0.223032</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-12-31</th>\n",
       "      <td>0.138667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-12-31</th>\n",
       "      <td>0.048001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-31</th>\n",
       "      <td>-0.151250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-12-31</th>\n",
       "      <td>-0.037007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-12-31</th>\n",
       "      <td>0.121536</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Raw_return\n",
       "Day                   \n",
       "1995-12-31   -0.142899\n",
       "1996-12-31    0.651425\n",
       "1997-12-31    0.302153\n",
       "1998-12-31   -0.039695\n",
       "1999-12-31    0.191750\n",
       "2000-12-31    0.517277\n",
       "2001-12-31   -0.206180\n",
       "2002-12-31   -0.175167\n",
       "2003-12-31    0.102670\n",
       "2004-12-31   -0.153997\n",
       "2005-12-31   -0.083253\n",
       "2006-12-31    1.304334\n",
       "2007-12-31    0.966593\n",
       "2008-12-31   -0.653941\n",
       "2009-12-31    0.799825\n",
       "2010-12-31   -0.143131\n",
       "2011-12-31   -0.216753\n",
       "2012-12-31    0.031695\n",
       "2013-12-31   -0.067493\n",
       "2014-12-31    0.528691\n",
       "2015-12-31    0.094136\n",
       "2016-12-31   -0.123062\n",
       "2017-12-31    0.065578\n",
       "2018-12-31   -0.245911\n",
       "2019-12-31    0.223032\n",
       "2020-12-31    0.138667\n",
       "2021-12-31    0.048001\n",
       "2022-12-31   -0.151250\n",
       "2023-12-31   -0.037007\n",
       "2024-12-31    0.121536"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Year_data = data_new.resample('YE')['Raw_return'].apply(lambda x: (1+x).prod() - 1).to_frame()\n",
    "Year_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cpi</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1987-01-31</th>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1987-02-28</th>\n",
       "      <td>5.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1987-03-31</th>\n",
       "      <td>5.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1987-04-30</th>\n",
       "      <td>6.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1987-05-31</th>\n",
       "      <td>7.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-31</th>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-30</th>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-31</th>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-31</th>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>453 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            cpi\n",
       "month          \n",
       "1987-01-31  5.1\n",
       "1987-02-28  5.4\n",
       "1987-03-31  5.8\n",
       "1987-04-30  6.7\n",
       "1987-05-31  7.6\n",
       "...         ...\n",
       "2024-05-31  0.3\n",
       "2024-06-30  0.2\n",
       "2024-07-31  0.5\n",
       "2024-08-31  0.6\n",
       "2024-09-30  0.4\n",
       "\n",
       "[453 rows x 1 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inflation = pd.read_csv('datasets/inflation.csv')\n",
    "inflation['month'] = pd.to_datetime(inflation['month'],format='%Y/%m/%d')\n",
    "inflation.set_index('month',inplace=True)\n",
    "inflation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Raw_return</th>\n",
       "      <th>cpi</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-01-31</th>\n",
       "      <td>-0.131631</td>\n",
       "      <td>24.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-02-28</th>\n",
       "      <td>-0.023694</td>\n",
       "      <td>22.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-03-31</th>\n",
       "      <td>0.177803</td>\n",
       "      <td>21.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-04-30</th>\n",
       "      <td>-0.103552</td>\n",
       "      <td>20.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-05-31</th>\n",
       "      <td>0.207922</td>\n",
       "      <td>20.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-31</th>\n",
       "      <td>-0.005801</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-30</th>\n",
       "      <td>-0.038684</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-31</th>\n",
       "      <td>-0.009656</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-31</th>\n",
       "      <td>-0.032849</td>\n",
       "      <td>0.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>0.173908</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>357 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Raw_return   cpi\n",
       "Day                         \n",
       "1995-01-31   -0.131631  24.1\n",
       "1995-02-28   -0.023694  22.4\n",
       "1995-03-31    0.177803  21.3\n",
       "1995-04-30   -0.103552  20.7\n",
       "1995-05-31    0.207922  20.3\n",
       "...                ...   ...\n",
       "2024-05-31   -0.005801   0.3\n",
       "2024-06-30   -0.038684   0.2\n",
       "2024-07-31   -0.009656   0.5\n",
       "2024-08-31   -0.032849   0.6\n",
       "2024-09-30    0.173908   0.4\n",
       "\n",
       "[357 rows x 2 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg_data = pd.merge(Month_data, inflation, left_index=True, right_index=True,how='left')\n",
    "reg_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "reg_data.to_csv('datasets/reg_data.csv')\n",
    "# save as excel\n",
    "reg_data.to_excel('datasets/reg_data.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 作图 Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"762.364063pt\" height=\"283.728125pt\" viewBox=\"0 0 762.364063 283.728125\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2024-10-22T20:36:05.351752</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.8.4, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 283.728125 \n",
       "L 762.364063 283.728125 \n",
       "L 762.364063 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 52.160938 244.078125 \n",
       "L 721.760938 244.078125 \n",
       "L 721.760938 22.318125 \n",
       "L 52.160938 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"mc961b6350a\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"60.405582\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 1994 -->\n",
       "      <g transform=\"translate(63.164957 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-39\" d=\"M 703 97 \n",
       "L 703 672 \n",
       "Q 941 559 1184 500 \n",
       "Q 1428 441 1663 441 \n",
       "Q 2288 441 2617 861 \n",
       "Q 2947 1281 2994 2138 \n",
       "Q 2813 1869 2534 1725 \n",
       "Q 2256 1581 1919 1581 \n",
       "Q 1219 1581 811 2004 \n",
       "Q 403 2428 403 3163 \n",
       "Q 403 3881 828 4315 \n",
       "Q 1253 4750 1959 4750 \n",
       "Q 2769 4750 3195 4129 \n",
       "Q 3622 3509 3622 2328 \n",
       "Q 3622 1225 3098 567 \n",
       "Q 2575 -91 1691 -91 \n",
       "Q 1453 -91 1209 -44 \n",
       "Q 966 3 703 97 \n",
       "z\n",
       "M 1959 2075 \n",
       "Q 2384 2075 2632 2365 \n",
       "Q 2881 2656 2881 3163 \n",
       "Q 2881 3666 2632 3958 \n",
       "Q 2384 4250 1959 4250 \n",
       "Q 1534 4250 1286 3958 \n",
       "Q 1038 3666 1038 3163 \n",
       "Q 1038 2656 1286 2365 \n",
       "Q 1534 2075 1959 2075 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"80.911854\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 1995 -->\n",
       "      <g transform=\"translate(83.671229 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"101.418126\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 1996 -->\n",
       "      <g transform=\"translate(104.177501 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"121.980579\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 1997 -->\n",
       "      <g transform=\"translate(124.739954 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
       "L 3525 4666 \n",
       "L 3525 4397 \n",
       "L 1831 0 \n",
       "L 1172 0 \n",
       "L 2766 4134 \n",
       "L 525 4134 \n",
       "L 525 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"142.486851\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 1998 -->\n",
       "      <g transform=\"translate(145.246226 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"162.993123\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 1999 -->\n",
       "      <g transform=\"translate(165.752498 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"183.499395\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 2000 -->\n",
       "      <g transform=\"translate(186.25877 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_8\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"204.061848\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 2001 -->\n",
       "      <g transform=\"translate(206.821223 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_9\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"224.56812\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 2002 -->\n",
       "      <g transform=\"translate(227.327495 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_10\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"245.074391\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 2003 -->\n",
       "      <g transform=\"translate(247.833766 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_11\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"265.580663\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 2004 -->\n",
       "      <g transform=\"translate(268.340038 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_12\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"286.143116\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 2005 -->\n",
       "      <g transform=\"translate(288.902491 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_13\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"306.649388\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 2006 -->\n",
       "      <g transform=\"translate(309.408763 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_14\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"327.15566\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 2007 -->\n",
       "      <g transform=\"translate(329.915035 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_15\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"347.661932\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 2008 -->\n",
       "      <g transform=\"translate(350.421307 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_16\">\n",
       "     <g id=\"line2d_16\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"368.224385\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_16\">\n",
       "      <!-- 2009 -->\n",
       "      <g transform=\"translate(370.98376 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_17\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"388.730657\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_17\">\n",
       "      <!-- 2010 -->\n",
       "      <g transform=\"translate(391.490032 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_18\">\n",
       "     <g id=\"line2d_18\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"409.236929\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_18\">\n",
       "      <!-- 2011 -->\n",
       "      <g transform=\"translate(411.996304 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_19\">\n",
       "     <g id=\"line2d_19\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"429.7432\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_19\">\n",
       "      <!-- 2012 -->\n",
       "      <g transform=\"translate(432.502575 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_20\">\n",
       "     <g id=\"line2d_20\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"450.305654\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_20\">\n",
       "      <!-- 2013 -->\n",
       "      <g transform=\"translate(453.065029 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_21\">\n",
       "     <g id=\"line2d_21\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"470.811925\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_21\">\n",
       "      <!-- 2014 -->\n",
       "      <g transform=\"translate(473.5713 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_22\">\n",
       "     <g id=\"line2d_22\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"491.318197\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_22\">\n",
       "      <!-- 2015 -->\n",
       "      <g transform=\"translate(494.077572 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_23\">\n",
       "     <g id=\"line2d_23\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"511.824469\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_23\">\n",
       "      <!-- 2016 -->\n",
       "      <g transform=\"translate(514.583844 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_24\">\n",
       "     <g id=\"line2d_24\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"532.386922\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_24\">\n",
       "      <!-- 2017 -->\n",
       "      <g transform=\"translate(535.146297 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_25\">\n",
       "     <g id=\"line2d_25\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"552.893194\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_25\">\n",
       "      <!-- 2018 -->\n",
       "      <g transform=\"translate(555.652569 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_26\">\n",
       "     <g id=\"line2d_26\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"573.399466\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_26\">\n",
       "      <!-- 2019 -->\n",
       "      <g transform=\"translate(576.158841 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_27\">\n",
       "     <g id=\"line2d_27\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"593.905738\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_27\">\n",
       "      <!-- 2020 -->\n",
       "      <g transform=\"translate(596.665113 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_28\">\n",
       "     <g id=\"line2d_28\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"614.468191\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_28\">\n",
       "      <!-- 2021 -->\n",
       "      <g transform=\"translate(617.227566 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_29\">\n",
       "     <g id=\"line2d_29\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"634.974463\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_29\">\n",
       "      <!-- 2022 -->\n",
       "      <g transform=\"translate(637.733838 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_30\">\n",
       "     <g id=\"line2d_30\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"655.480734\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_30\">\n",
       "      <!-- 2023 -->\n",
       "      <g transform=\"translate(658.240109 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_31\">\n",
       "     <g id=\"line2d_31\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"675.987006\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_31\">\n",
       "      <!-- 2024 -->\n",
       "      <g transform=\"translate(678.746381 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_32\">\n",
       "     <g id=\"line2d_32\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"696.54946\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_32\">\n",
       "      <!-- 2025 -->\n",
       "      <g transform=\"translate(699.308835 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_33\">\n",
       "     <g id=\"line2d_33\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mc961b6350a\" x=\"717.055731\" y=\"244.078125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_33\">\n",
       "      <!-- 2026 -->\n",
       "      <g transform=\"translate(719.815106 276.528125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_34\">\n",
       "      <defs>\n",
       "       <path id=\"m390e674a6d\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m390e674a6d\" x=\"52.160938\" y=\"217.527237\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_34\">\n",
       "      <!-- −0.2 -->\n",
       "      <g transform=\"translate(20.878125 221.326456) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_35\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m390e674a6d\" x=\"52.160938\" y=\"181.963676\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_35\">\n",
       "      <!-- −0.1 -->\n",
       "      <g transform=\"translate(20.878125 185.762894) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_36\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m390e674a6d\" x=\"52.160938\" y=\"146.400114\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_36\">\n",
       "      <!-- 0.0 -->\n",
       "      <g transform=\"translate(29.257813 150.199333) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_37\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m390e674a6d\" x=\"52.160938\" y=\"110.836553\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_37\">\n",
       "      <!-- 0.1 -->\n",
       "      <g transform=\"translate(29.257813 114.635772) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_38\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m390e674a6d\" x=\"52.160938\" y=\"75.272992\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_38\">\n",
       "      <!-- 0.2 -->\n",
       "      <g transform=\"translate(29.257813 79.07221) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_39\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m390e674a6d\" x=\"52.160938\" y=\"39.70943\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_39\">\n",
       "      <!-- 0.3 -->\n",
       "      <g transform=\"translate(29.257813 43.508649) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_40\">\n",
       "     <!-- China Stock Market Return -->\n",
       "     <g style=\"fill: #ff0000\" transform=\"translate(14.798438 199.861406) rotate(-90) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-43\" d=\"M 4122 4306 \n",
       "L 4122 3641 \n",
       "Q 3803 3938 3442 4084 \n",
       "Q 3081 4231 2675 4231 \n",
       "Q 1875 4231 1450 3742 \n",
       "Q 1025 3253 1025 2328 \n",
       "Q 1025 1406 1450 917 \n",
       "Q 1875 428 2675 428 \n",
       "Q 3081 428 3442 575 \n",
       "Q 3803 722 4122 1019 \n",
       "L 4122 359 \n",
       "Q 3791 134 3420 21 \n",
       "Q 3050 -91 2638 -91 \n",
       "Q 1578 -91 968 557 \n",
       "Q 359 1206 359 2328 \n",
       "Q 359 3453 968 4101 \n",
       "Q 1578 4750 2638 4750 \n",
       "Q 3056 4750 3426 4639 \n",
       "Q 3797 4528 4122 4306 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-53\" d=\"M 3425 4513 \n",
       "L 3425 3897 \n",
       "Q 3066 4069 2747 4153 \n",
       "Q 2428 4238 2131 4238 \n",
       "Q 1616 4238 1336 4038 \n",
       "Q 1056 3838 1056 3469 \n",
       "Q 1056 3159 1242 3001 \n",
       "Q 1428 2844 1947 2747 \n",
       "L 2328 2669 \n",
       "Q 3034 2534 3370 2195 \n",
       "Q 3706 1856 3706 1288 \n",
       "Q 3706 609 3251 259 \n",
       "Q 2797 -91 1919 -91 \n",
       "Q 1588 -91 1214 -16 \n",
       "Q 841 59 441 206 \n",
       "L 441 856 \n",
       "Q 825 641 1194 531 \n",
       "Q 1563 422 1919 422 \n",
       "Q 2459 422 2753 634 \n",
       "Q 3047 847 3047 1241 \n",
       "Q 3047 1584 2836 1778 \n",
       "Q 2625 1972 2144 2069 \n",
       "L 1759 2144 \n",
       "Q 1053 2284 737 2584 \n",
       "Q 422 2884 422 3419 \n",
       "Q 422 4038 858 4394 \n",
       "Q 1294 4750 2059 4750 \n",
       "Q 2388 4750 2728 4690 \n",
       "Q 3069 4631 3425 4513 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6b\" d=\"M 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 1991 \n",
       "L 2875 3500 \n",
       "L 3609 3500 \n",
       "L 1753 1863 \n",
       "L 3688 0 \n",
       "L 2938 0 \n",
       "L 1159 1709 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-4d\" d=\"M 628 4666 \n",
       "L 1569 4666 \n",
       "L 2759 1491 \n",
       "L 3956 4666 \n",
       "L 4897 4666 \n",
       "L 4897 0 \n",
       "L 4281 0 \n",
       "L 4281 4097 \n",
       "L 3078 897 \n",
       "L 2444 897 \n",
       "L 1241 4097 \n",
       "L 1241 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-52\" d=\"M 2841 2188 \n",
       "Q 3044 2119 3236 1894 \n",
       "Q 3428 1669 3622 1275 \n",
       "L 4263 0 \n",
       "L 3584 0 \n",
       "L 2988 1197 \n",
       "Q 2756 1666 2539 1819 \n",
       "Q 2322 1972 1947 1972 \n",
       "L 1259 1972 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2853 4666 3247 4331 \n",
       "Q 3641 3997 3641 3322 \n",
       "Q 3641 2881 3436 2590 \n",
       "Q 3231 2300 2841 2188 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2491 \n",
       "L 2053 2491 \n",
       "Q 2509 2491 2742 2702 \n",
       "Q 2975 2913 2975 3322 \n",
       "Q 2975 3731 2742 3939 \n",
       "Q 2509 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-68\" x=\"69.824219\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"133.203125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"160.986328\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"224.365234\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"285.644531\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-53\" x=\"317.431641\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"380.908203\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"420.117188\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"481.298828\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"536.279297\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"594.189453\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-4d\" x=\"625.976562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"712.255859\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"773.535156\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"814.648438\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"868.933594\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"930.457031\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"969.666016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"1001.453125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"1066.435547\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"1127.958984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"1167.167969\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"1230.546875\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"1269.910156\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_40\">\n",
       "    <path d=\"M 82.597301 193.212909 \n",
       "L 84.170385 154.82654 \n",
       "L 85.912014 83.167084 \n",
       "L 87.597461 183.22697 \n",
       "L 89.339089 72.455772 \n",
       "L 91.024536 181.902246 \n",
       "L 92.766165 109.75822 \n",
       "L 94.507793 131.920062 \n",
       "L 96.19324 147.107583 \n",
       "L 97.934869 148.915649 \n",
       "L 99.620316 184.168922 \n",
       "L 101.361944 194.020474 \n",
       "L 103.103573 157.889792 \n",
       "L 104.732838 136.082148 \n",
       "L 106.474467 144.18117 \n",
       "L 108.159914 66.64912 \n",
       "L 109.901542 165.984194 \n",
       "L 111.586989 57.663876 \n",
       "L 113.328618 138.338893 \n",
       "L 115.070247 151.822338 \n",
       "L 116.755694 117.600277 \n",
       "L 118.497322 105.301338 \n",
       "L 120.182769 125.922238 \n",
       "L 121.924398 186.313795 \n",
       "L 123.666026 127.893504 \n",
       "L 125.23911 118.557216 \n",
       "L 126.980739 79.957958 \n",
       "L 128.666186 100.56229 \n",
       "L 130.407814 174.103331 \n",
       "L 132.093261 156.060426 \n",
       "L 133.83489 163.612005 \n",
       "L 135.576518 137.044114 \n",
       "L 137.261965 182.422106 \n",
       "L 139.003594 119.498483 \n",
       "L 140.689041 158.680553 \n",
       "L 142.430669 129.402078 \n",
       "L 144.172298 137.819709 \n",
       "L 145.745382 151.163598 \n",
       "L 147.48701 135.644357 \n",
       "L 149.172457 117.666478 \n",
       "L 150.914086 128.462812 \n",
       "L 152.599533 164.54718 \n",
       "L 154.341162 152.316752 \n",
       "L 156.08279 191.417622 \n",
       "L 157.768237 117.744458 \n",
       "L 159.509866 153.719415 \n",
       "L 161.195313 137.606509 \n",
       "L 162.936941 175.115077 \n",
       "L 164.67857 150.131078 \n",
       "L 166.251654 160.372666 \n",
       "L 167.993282 124.228554 \n",
       "L 169.678729 157.799617 \n",
       "L 171.420358 96.144807 \n",
       "L 173.105805 32.398125 \n",
       "L 174.847433 164.918351 \n",
       "L 176.589062 140.701808 \n",
       "L 178.274509 158.731695 \n",
       "L 180.016137 161.375437 \n",
       "L 181.701584 162.849231 \n",
       "L 183.443213 163.349541 \n",
       "L 185.184842 102.570884 \n",
       "L 186.814107 104.794223 \n",
       "L 188.555736 128.636794 \n",
       "L 190.241182 139.268516 \n",
       "L 191.982811 135.122852 \n",
       "L 193.668258 140.100396 \n",
       "L 195.409887 128.798262 \n",
       "L 197.151515 146.811367 \n",
       "L 198.836962 165.937903 \n",
       "L 200.578591 136.880677 \n",
       "L 202.264038 126.577403 \n",
       "L 204.005666 145.90718 \n",
       "L 205.747295 147.749948 \n",
       "L 207.320379 164.724144 \n",
       "L 209.062007 118.51823 \n",
       "L 210.747454 145.322828 \n",
       "L 212.489083 130.444021 \n",
       "L 214.17453 145.794609 \n",
       "L 215.916158 194.13449 \n",
       "L 217.657787 162.360307 \n",
       "L 219.343234 159.831411 \n",
       "L 221.084862 161.654278 \n",
       "L 222.770309 134.016229 \n",
       "L 224.511938 167.156495 \n",
       "L 226.253567 179.741021 \n",
       "L 227.82665 138.52285 \n",
       "L 229.568279 127.926749 \n",
       "L 231.253726 132.24254 \n",
       "L 232.995355 178.817279 \n",
       "L 234.680802 95.478382 \n",
       "L 236.42243 163.05963 \n",
       "L 238.164059 143.163716 \n",
       "L 239.849506 164.538038 \n",
       "L 241.591134 163.066388 \n",
       "L 243.276581 163.697098 \n",
       "L 245.01821 165.377365 \n",
       "L 246.759838 109.158767 \n",
       "L 248.332922 143.528605 \n",
       "L 250.074551 146.717661 \n",
       "L 251.759998 143.843346 \n",
       "L 253.501626 133.585975 \n",
       "L 255.187073 166.760053 \n",
       "L 256.928702 148.621012 \n",
       "L 258.67033 159.58768 \n",
       "L 260.355777 160.110535 \n",
       "L 262.097406 151.306115 \n",
       "L 263.782853 133.496685 \n",
       "L 265.524482 120.992843 \n",
       "L 267.26611 124.143194 \n",
       "L 268.895376 127.544427 \n",
       "L 270.637004 132.270824 \n",
       "L 272.322451 176.219173 \n",
       "L 274.06408 155.244254 \n",
       "L 275.749527 182.228589 \n",
       "L 277.491155 149.69426 \n",
       "L 279.232784 157.724422 \n",
       "L 280.918231 131.920933 \n",
       "L 282.659859 165.792402 \n",
       "L 284.345306 140.951958 \n",
       "L 286.086935 166.100031 \n",
       "L 287.828563 167.370401 \n",
       "L 289.401647 112.329135 \n",
       "L 291.143276 180.373391 \n",
       "L 292.828723 153.050745 \n",
       "L 294.570351 176.593015 \n",
       "L 296.255798 139.627635 \n",
       "L 297.997427 145.712492 \n",
       "L 299.739056 120.205962 \n",
       "L 301.424503 148.599134 \n",
       "L 303.166131 165.723554 \n",
       "L 304.851578 144.30435 \n",
       "L 306.593207 126.406409 \n",
       "L 308.334835 116.691832 \n",
       "L 309.907919 134.815561 \n",
       "L 311.649548 146.599966 \n",
       "L 313.334995 107.524811 \n",
       "L 315.076623 96.747138 \n",
       "L 316.76207 139.702559 \n",
       "L 318.503699 159.049965 \n",
       "L 320.245327 136.276144 \n",
       "L 321.930774 126.292371 \n",
       "L 323.672403 129.034563 \n",
       "L 325.35785 95.840761 \n",
       "L 327.099478 48.790862 \n",
       "L 328.841107 131.662771 \n",
       "L 330.414191 134.309213 \n",
       "L 332.155819 109.009289 \n",
       "L 333.841266 72.983908 \n",
       "L 337.268342 171.404898 \n",
       "L 339.009971 85.866571 \n",
       "L 340.751599 86.919244 \n",
       "L 342.437046 123.675176 \n",
       "L 344.178675 120.621128 \n",
       "L 345.864122 211.079323 \n",
       "L 347.60575 117.94652 \n",
       "L 349.347379 205.756755 \n",
       "L 350.976644 149.227584 \n",
       "L 352.718273 218.027911 \n",
       "L 354.40372 123.829243 \n",
       "L 357.830795 218.623142 \n",
       "L 359.572424 141.250345 \n",
       "L 361.314052 194.875729 \n",
       "L 362.999499 161.767076 \n",
       "L 364.741128 233.998125 \n",
       "L 366.426575 117.112669 \n",
       "L 368.168204 155.969714 \n",
       "L 369.909832 113.225478 \n",
       "L 371.482916 129.930176 \n",
       "L 373.224544 96.822681 \n",
       "L 374.909991 130.761324 \n",
       "L 376.65162 124.099413 \n",
       "L 378.337067 102.3085 \n",
       "L 380.078696 91.997729 \n",
       "L 381.820324 223.979846 \n",
       "L 383.505771 131.510754 \n",
       "L 385.2474 118.708588 \n",
       "L 386.932847 122.723521 \n",
       "L 388.674475 137.291355 \n",
       "L 390.416104 177.63763 \n",
       "L 391.989188 138.946648 \n",
       "L 393.730816 139.738224 \n",
       "L 395.416263 173.680942 \n",
       "L 397.157892 180.89811 \n",
       "L 398.843339 172.98618 \n",
       "L 400.584967 110.941388 \n",
       "L 402.326596 146.224825 \n",
       "L 404.012043 144.127863 \n",
       "L 405.753671 103.121111 \n",
       "L 407.439118 165.342101 \n",
       "L 409.180747 147.925971 \n",
       "L 410.922376 148.60251 \n",
       "L 412.495459 131.826482 \n",
       "L 414.237088 143.577114 \n",
       "L 415.922535 148.416279 \n",
       "L 417.664164 166.925892 \n",
       "L 419.349611 143.987703 \n",
       "L 422.832868 164.090213 \n",
       "L 424.518315 175.229519 \n",
       "L 426.259943 129.964618 \n",
       "L 427.94539 165.828416 \n",
       "L 429.687019 166.821564 \n",
       "L 431.428647 131.33174 \n",
       "L 433.057913 125.322056 \n",
       "L 434.799541 170.665737 \n",
       "L 436.484988 125.413623 \n",
       "L 438.226617 149.975289 \n",
       "L 439.912064 168.407807 \n",
       "L 441.653692 165.864406 \n",
       "L 443.395321 155.885962 \n",
       "L 445.080768 139.686961 \n",
       "L 446.822397 149.347592 \n",
       "L 448.507844 161.65775 \n",
       "L 450.249472 94.493034 \n",
       "L 451.991101 128.174246 \n",
       "L 453.564185 149.356514 \n",
       "L 455.305813 165.789072 \n",
       "L 456.99126 155.735346 \n",
       "L 458.732889 126.367433 \n",
       "L 460.418336 196.080489 \n",
       "L 462.159964 143.778501 \n",
       "L 463.901593 127.746101 \n",
       "L 465.58704 133.472101 \n",
       "L 467.328668 151.804985 \n",
       "L 469.014115 133.299646 \n",
       "L 470.755744 163.140053 \n",
       "L 472.497372 160.333229 \n",
       "L 474.070456 142.338366 \n",
       "L 475.812085 150.376218 \n",
       "L 477.497532 147.615702 \n",
       "L 479.23916 144.144879 \n",
       "L 480.924607 144.809598 \n",
       "L 482.666236 119.795981 \n",
       "L 484.407865 143.87366 \n",
       "L 486.093312 122.874462 \n",
       "L 487.83494 137.92848 \n",
       "L 489.520387 107.803295 \n",
       "L 491.262016 73.248545 \n",
       "L 493.003644 149.073967 \n",
       "L 494.576728 135.329012 \n",
       "L 496.318357 99.387413 \n",
       "L 498.003804 80.570661 \n",
       "L 499.745432 132.781288 \n",
       "L 501.430879 172.196717 \n",
       "L 503.172508 197.409623 \n",
       "L 504.914136 190.832604 \n",
       "L 506.599583 163.395467 \n",
       "L 508.341212 107.982176 \n",
       "L 510.026659 139.793242 \n",
       "L 511.768287 136.720104 \n",
       "L 513.509916 226.947132 \n",
       "L 515.139181 152.84614 \n",
       "L 516.88081 104.599388 \n",
       "L 518.566257 154.166532 \n",
       "L 520.307886 149.026545 \n",
       "L 523.734961 140.363215 \n",
       "L 525.47659 133.729281 \n",
       "L 527.162037 155.712023 \n",
       "L 528.903665 135.062432 \n",
       "L 530.589112 129.247422 \n",
       "L 532.330741 162.418889 \n",
       "L 534.072369 140.037119 \n",
       "L 535.645453 137.10613 \n",
       "L 537.387082 148.508654 \n",
       "L 539.072529 153.888028 \n",
       "L 540.814157 150.625363 \n",
       "L 542.499604 137.814925 \n",
       "L 544.241233 137.421302 \n",
       "L 545.982861 136.862257 \n",
       "L 547.668308 147.656179 \n",
       "L 549.409937 141.685123 \n",
       "L 551.095384 154.380939 \n",
       "L 552.837013 147.474357 \n",
       "L 554.578641 127.725634 \n",
       "L 556.151725 169.022546 \n",
       "L 557.893353 156.275699 \n",
       "L 559.5788 156.126814 \n",
       "L 561.320429 144.872449 \n",
       "L 563.005876 174.898344 \n",
       "L 564.747505 142.780585 \n",
       "L 566.489133 165.08817 \n",
       "L 568.17458 133.8594 \n",
       "L 569.916209 173.951207 \n",
       "L 571.601656 148.393646 \n",
       "L 573.343284 159.356227 \n",
       "L 575.084913 133.470373 \n",
       "L 576.657997 97.362394 \n",
       "L 578.399625 128.284277 \n",
       "L 581.826701 167.153631 \n",
       "L 583.512148 136.562993 \n",
       "L 585.253776 151.936028 \n",
       "L 586.995405 152.011437 \n",
       "L 588.680852 144.06514 \n",
       "L 590.42248 143.478095 \n",
       "L 592.107927 153.330556 \n",
       "L 593.849556 124.341142 \n",
       "L 595.591185 154.980506 \n",
       "L 597.22045 157.897668 \n",
       "L 598.962079 162.451439 \n",
       "L 600.647526 132.204689 \n",
       "L 602.389154 147.361298 \n",
       "L 604.074601 129.902243 \n",
       "L 605.81623 107.634525 \n",
       "L 609.243305 165.00362 \n",
       "L 612.670381 127.956204 \n",
       "L 614.412009 137.874531 \n",
       "L 616.153638 145.376134 \n",
       "L 617.726722 143.744387 \n",
       "L 619.46835 153.207609 \n",
       "L 621.153797 145.888655 \n",
       "L 622.895426 129.00246 \n",
       "L 624.580873 148.788409 \n",
       "L 626.322501 165.59604 \n",
       "L 628.06413 131.056121 \n",
       "L 629.749577 143.968625 \n",
       "L 631.491206 148.476218 \n",
       "L 633.176653 144.740908 \n",
       "L 634.918281 138.827157 \n",
       "L 636.65991 173.596158 \n",
       "L 638.232994 135.72821 \n",
       "L 639.974622 167.981832 \n",
       "L 641.660069 168.832649 \n",
       "L 643.401698 130.133636 \n",
       "L 645.087145 122.717711 \n",
       "L 646.828773 161.612602 \n",
       "L 648.570402 151.986278 \n",
       "L 650.255849 166.141073 \n",
       "L 651.997477 161.793432 \n",
       "L 653.682924 114.707687 \n",
       "L 655.424553 153.405695 \n",
       "L 657.166181 127.242832 \n",
       "L 658.739265 143.785435 \n",
       "L 660.480894 147.131543 \n",
       "L 662.166341 140.921984 \n",
       "L 663.907969 159.103721 \n",
       "L 665.593416 146.677792 \n",
       "L 667.335045 136.517868 \n",
       "L 669.076674 164.896336 \n",
       "L 670.762121 147.471748 \n",
       "L 672.503749 156.885154 \n",
       "L 674.189196 145.115759 \n",
       "L 675.930825 152.825477 \n",
       "L 677.672453 168.681514 \n",
       "L 679.301719 117.497903 \n",
       "L 681.043347 143.333954 \n",
       "L 682.728794 138.955962 \n",
       "L 684.470423 148.463158 \n",
       "L 686.15587 160.157558 \n",
       "L 687.897498 149.834163 \n",
       "L 689.639127 158.082428 \n",
       "L 691.324574 84.55233 \n",
       "L 691.324574 84.55233 \n",
       "\" clip-path=\"url(#pb85ac9011d)\" style=\"fill: none; stroke-dasharray: 2.96,1.28; stroke-dashoffset: 0; stroke: #ff0000; stroke-width: 0.8\"/>\n",
       "    <defs>\n",
       "     <path id=\"m8d4c59c605\" d=\"M 0 2 \n",
       "C 0.530406 2 1.03916 1.789267 1.414214 1.414214 \n",
       "C 1.789267 1.03916 2 0.530406 2 0 \n",
       "C 2 -0.530406 1.789267 -1.03916 1.414214 -1.414214 \n",
       "C 1.03916 -1.789267 0.530406 -2 0 -2 \n",
       "C -0.530406 -2 -1.03916 -1.789267 -1.414214 -1.414214 \n",
       "C -1.789267 -1.03916 -2 -0.530406 -2 0 \n",
       "C -2 0.530406 -1.789267 1.03916 -1.414214 1.414214 \n",
       "C -1.03916 1.789267 -0.530406 2 0 2 \n",
       "z\n",
       "\" style=\"stroke: #ff0000\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#pb85ac9011d)\">\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"82.597301\" y=\"193.212909\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"84.170385\" y=\"154.82654\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"85.912014\" y=\"83.167084\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"87.597461\" y=\"183.22697\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"89.339089\" y=\"72.455772\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"91.024536\" y=\"181.902246\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"92.766165\" y=\"109.75822\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"94.507793\" y=\"131.920062\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"96.19324\" y=\"147.107583\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"97.934869\" y=\"148.915649\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"99.620316\" y=\"184.168922\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"101.361944\" y=\"194.020474\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"103.103573\" y=\"157.889792\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"104.732838\" y=\"136.082148\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"106.474467\" y=\"144.18117\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"108.159914\" y=\"66.64912\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"109.901542\" y=\"165.984194\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"111.586989\" y=\"57.663876\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"113.328618\" y=\"138.338893\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"115.070247\" y=\"151.822338\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"116.755694\" y=\"117.600277\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"118.497322\" y=\"105.301338\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"120.182769\" y=\"125.922238\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"121.924398\" y=\"186.313795\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"123.666026\" y=\"127.893504\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"125.23911\" y=\"118.557216\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"126.980739\" y=\"79.957958\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"128.666186\" y=\"100.56229\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"130.407814\" y=\"174.103331\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"132.093261\" y=\"156.060426\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"133.83489\" y=\"163.612005\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"135.576518\" y=\"137.044114\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"137.261965\" y=\"182.422106\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"139.003594\" y=\"119.498483\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"140.689041\" y=\"158.680553\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"142.430669\" y=\"129.402078\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"144.172298\" y=\"137.819709\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"145.745382\" y=\"151.163598\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"147.48701\" y=\"135.644357\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"149.172457\" y=\"117.666478\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"150.914086\" y=\"128.462812\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"152.599533\" y=\"164.54718\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"154.341162\" y=\"152.316752\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"156.08279\" y=\"191.417622\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"157.768237\" y=\"117.744458\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"159.509866\" y=\"153.719415\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"161.195313\" y=\"137.606509\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"162.936941\" y=\"175.115077\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"164.67857\" y=\"150.131078\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"166.251654\" y=\"160.372666\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"167.993282\" y=\"124.228554\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"169.678729\" y=\"157.799617\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"171.420358\" y=\"96.144807\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"173.105805\" y=\"32.398125\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"174.847433\" y=\"164.918351\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"176.589062\" y=\"140.701808\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"178.274509\" y=\"158.731695\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"180.016137\" y=\"161.375437\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"181.701584\" y=\"162.849231\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"183.443213\" y=\"163.349541\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"185.184842\" y=\"102.570884\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"186.814107\" y=\"104.794223\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"188.555736\" y=\"128.636794\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"190.241182\" y=\"139.268516\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"191.982811\" y=\"135.122852\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"193.668258\" y=\"140.100396\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"195.409887\" y=\"128.798262\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"197.151515\" y=\"146.811367\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"198.836962\" y=\"165.937903\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"200.578591\" y=\"136.880677\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"202.264038\" y=\"126.577403\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"204.005666\" y=\"145.90718\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"205.747295\" y=\"147.749948\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"207.320379\" y=\"164.724144\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"209.062007\" y=\"118.51823\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"210.747454\" y=\"145.322828\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"212.489083\" y=\"130.444021\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"214.17453\" y=\"145.794609\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"215.916158\" y=\"194.13449\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"217.657787\" y=\"162.360307\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"219.343234\" y=\"159.831411\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"221.084862\" y=\"161.654278\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"222.770309\" y=\"134.016229\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"224.511938\" y=\"167.156495\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"226.253567\" y=\"179.741021\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"227.82665\" y=\"138.52285\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"229.568279\" y=\"127.926749\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"231.253726\" y=\"132.24254\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"232.995355\" y=\"178.817279\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"234.680802\" y=\"95.478382\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"236.42243\" y=\"163.05963\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"238.164059\" y=\"143.163716\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"239.849506\" y=\"164.538038\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"241.591134\" y=\"163.066388\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"243.276581\" y=\"163.697098\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"245.01821\" y=\"165.377365\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"246.759838\" y=\"109.158767\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"248.332922\" y=\"143.528605\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"250.074551\" y=\"146.717661\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"251.759998\" y=\"143.843346\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"253.501626\" y=\"133.585975\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"255.187073\" y=\"166.760053\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"256.928702\" y=\"148.621012\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"258.67033\" y=\"159.58768\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"260.355777\" y=\"160.110535\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"262.097406\" y=\"151.306115\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"263.782853\" y=\"133.496685\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"265.524482\" y=\"120.992843\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"267.26611\" y=\"124.143194\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"268.895376\" y=\"127.544427\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"270.637004\" y=\"132.270824\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"272.322451\" y=\"176.219173\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"274.06408\" y=\"155.244254\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"275.749527\" y=\"182.228589\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"277.491155\" y=\"149.69426\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"279.232784\" y=\"157.724422\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"280.918231\" y=\"131.920933\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"282.659859\" y=\"165.792402\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"284.345306\" y=\"140.951958\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"286.086935\" y=\"166.100031\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"287.828563\" y=\"167.370401\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"289.401647\" y=\"112.329135\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"291.143276\" y=\"180.373391\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"292.828723\" y=\"153.050745\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"294.570351\" y=\"176.593015\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"296.255798\" y=\"139.627635\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"297.997427\" y=\"145.712492\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"299.739056\" y=\"120.205962\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"301.424503\" y=\"148.599134\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"303.166131\" y=\"165.723554\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"304.851578\" y=\"144.30435\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"306.593207\" y=\"126.406409\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"308.334835\" y=\"116.691832\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"309.907919\" y=\"134.815561\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"311.649548\" y=\"146.599966\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"313.334995\" y=\"107.524811\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"315.076623\" y=\"96.747138\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"316.76207\" y=\"139.702559\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"318.503699\" y=\"159.049965\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"320.245327\" y=\"136.276144\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"321.930774\" y=\"126.292371\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"323.672403\" y=\"129.034563\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"325.35785\" y=\"95.840761\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"327.099478\" y=\"48.790862\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"328.841107\" y=\"131.662771\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"330.414191\" y=\"134.309213\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"332.155819\" y=\"109.009289\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"333.841266\" y=\"72.983908\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"335.582895\" y=\"121.552737\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"337.268342\" y=\"171.404898\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"339.009971\" y=\"85.866571\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"340.751599\" y=\"86.919244\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"342.437046\" y=\"123.675176\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"344.178675\" y=\"120.621128\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"345.864122\" y=\"211.079323\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"347.60575\" y=\"117.94652\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"349.347379\" y=\"205.756755\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"350.976644\" y=\"149.227584\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"352.718273\" y=\"218.027911\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"354.40372\" y=\"123.829243\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"356.145348\" y=\"171.414237\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"357.830795\" y=\"218.623142\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"359.572424\" y=\"141.250345\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"361.314052\" y=\"194.875729\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"362.999499\" y=\"161.767076\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"364.741128\" y=\"233.998125\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"366.426575\" y=\"117.112669\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"368.168204\" y=\"155.969714\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"369.909832\" y=\"113.225478\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"371.482916\" y=\"129.930176\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"373.224544\" y=\"96.822681\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"374.909991\" y=\"130.761324\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"376.65162\" y=\"124.099413\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"378.337067\" y=\"102.3085\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"380.078696\" y=\"91.997729\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"381.820324\" y=\"223.979846\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"383.505771\" y=\"131.510754\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"385.2474\" y=\"118.708588\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"386.932847\" y=\"122.723521\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"388.674475\" y=\"137.291355\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"390.416104\" y=\"177.63763\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"391.989188\" y=\"138.946648\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"393.730816\" y=\"139.738224\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"395.416263\" y=\"173.680942\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"397.157892\" y=\"180.89811\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"398.843339\" y=\"172.98618\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"400.584967\" y=\"110.941388\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"402.326596\" y=\"146.224825\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"404.012043\" y=\"144.127863\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"405.753671\" y=\"103.121111\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"407.439118\" y=\"165.342101\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"409.180747\" y=\"147.925971\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"410.922376\" y=\"148.60251\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"412.495459\" y=\"131.826482\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"414.237088\" y=\"143.577114\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"415.922535\" y=\"148.416279\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"417.664164\" y=\"166.925892\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"419.349611\" y=\"143.987703\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"421.091239\" y=\"154.170566\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"422.832868\" y=\"164.090213\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"424.518315\" y=\"175.229519\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"426.259943\" y=\"129.964618\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"427.94539\" y=\"165.828416\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"429.687019\" y=\"166.821564\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"431.428647\" y=\"131.33174\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"433.057913\" y=\"125.322056\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"434.799541\" y=\"170.665737\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"436.484988\" y=\"125.413623\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"438.226617\" y=\"149.975289\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"439.912064\" y=\"168.407807\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"441.653692\" y=\"165.864406\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"443.395321\" y=\"155.885962\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"445.080768\" y=\"139.686961\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"446.822397\" y=\"149.347592\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"448.507844\" y=\"161.65775\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"450.249472\" y=\"94.493034\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"451.991101\" y=\"128.174246\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"453.564185\" y=\"149.356514\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"455.305813\" y=\"165.789072\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"456.99126\" y=\"155.735346\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"458.732889\" y=\"126.367433\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"460.418336\" y=\"196.080489\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"462.159964\" y=\"143.778501\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"463.901593\" y=\"127.746101\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"465.58704\" y=\"133.472101\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"467.328668\" y=\"151.804985\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"469.014115\" y=\"133.299646\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"470.755744\" y=\"163.140053\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"472.497372\" y=\"160.333229\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"474.070456\" y=\"142.338366\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"475.812085\" y=\"150.376218\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"477.497532\" y=\"147.615702\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"479.23916\" y=\"144.144879\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"480.924607\" y=\"144.809598\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"482.666236\" y=\"119.795981\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"484.407865\" y=\"143.87366\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"486.093312\" y=\"122.874462\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"487.83494\" y=\"137.92848\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"489.520387\" y=\"107.803295\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"491.262016\" y=\"73.248545\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"493.003644\" y=\"149.073967\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"494.576728\" y=\"135.329012\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"496.318357\" y=\"99.387413\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"498.003804\" y=\"80.570661\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"499.745432\" y=\"132.781288\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"501.430879\" y=\"172.196717\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"503.172508\" y=\"197.409623\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"504.914136\" y=\"190.832604\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"506.599583\" y=\"163.395467\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"508.341212\" y=\"107.982176\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"510.026659\" y=\"139.793242\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"511.768287\" y=\"136.720104\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"513.509916\" y=\"226.947132\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"515.139181\" y=\"152.84614\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"516.88081\" y=\"104.599388\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"518.566257\" y=\"154.166532\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"520.307886\" y=\"149.026545\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"521.993333\" y=\"144.81619\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"523.734961\" y=\"140.363215\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"525.47659\" y=\"133.729281\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"527.162037\" y=\"155.712023\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"528.903665\" y=\"135.062432\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"530.589112\" y=\"129.247422\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"532.330741\" y=\"162.418889\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"534.072369\" y=\"140.037119\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"535.645453\" y=\"137.10613\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"537.387082\" y=\"148.508654\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"539.072529\" y=\"153.888028\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"540.814157\" y=\"150.625363\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"542.499604\" y=\"137.814925\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"544.241233\" y=\"137.421302\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"545.982861\" y=\"136.862257\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"547.668308\" y=\"147.656179\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"549.409937\" y=\"141.685123\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"551.095384\" y=\"154.380939\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"552.837013\" y=\"147.474357\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"554.578641\" y=\"127.725634\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"556.151725\" y=\"169.022546\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"557.893353\" y=\"156.275699\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"559.5788\" y=\"156.126814\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"561.320429\" y=\"144.872449\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"563.005876\" y=\"174.898344\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"564.747505\" y=\"142.780585\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"566.489133\" y=\"165.08817\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"568.17458\" y=\"133.8594\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"569.916209\" y=\"173.951207\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"571.601656\" y=\"148.393646\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"573.343284\" y=\"159.356227\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"575.084913\" y=\"133.470373\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"576.657997\" y=\"97.362394\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"578.399625\" y=\"128.284277\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"580.085072\" y=\"147.829211\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"581.826701\" y=\"167.153631\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"583.512148\" y=\"136.562993\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"585.253776\" y=\"151.936028\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"586.995405\" y=\"152.011437\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"588.680852\" y=\"144.06514\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"590.42248\" y=\"143.478095\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"592.107927\" y=\"153.330556\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"593.849556\" y=\"124.341142\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"595.591185\" y=\"154.980506\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"597.22045\" y=\"157.897668\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"598.962079\" y=\"162.451439\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"600.647526\" y=\"132.204689\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"602.389154\" y=\"147.361298\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"604.074601\" y=\"129.902243\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"605.81623\" y=\"107.634525\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"607.557858\" y=\"137.195519\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"609.243305\" y=\"165.00362\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"610.984934\" y=\"145.683992\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"612.670381\" y=\"127.956204\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"614.412009\" y=\"137.874531\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"616.153638\" y=\"145.376134\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"617.726722\" y=\"143.744387\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"619.46835\" y=\"153.207609\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"621.153797\" y=\"145.888655\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"622.895426\" y=\"129.00246\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"624.580873\" y=\"148.788409\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"626.322501\" y=\"165.59604\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"628.06413\" y=\"131.056121\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"629.749577\" y=\"143.968625\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"631.491206\" y=\"148.476218\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"633.176653\" y=\"144.740908\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"634.918281\" y=\"138.827157\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"636.65991\" y=\"173.596158\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"638.232994\" y=\"135.72821\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"639.974622\" y=\"167.981832\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"641.660069\" y=\"168.832649\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"643.401698\" y=\"130.133636\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"645.087145\" y=\"122.717711\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"646.828773\" y=\"161.612602\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"648.570402\" y=\"151.986278\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"650.255849\" y=\"166.141073\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"651.997477\" y=\"161.793432\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"653.682924\" y=\"114.707687\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"655.424553\" y=\"153.405695\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"657.166181\" y=\"127.242832\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"658.739265\" y=\"143.785435\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"660.480894\" y=\"147.131543\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"662.166341\" y=\"140.921984\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"663.907969\" y=\"159.103721\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"665.593416\" y=\"146.677792\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"667.335045\" y=\"136.517868\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"669.076674\" y=\"164.896336\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"670.762121\" y=\"147.471748\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"672.503749\" y=\"156.885154\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"674.189196\" y=\"145.115759\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"675.930825\" y=\"152.825477\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"677.672453\" y=\"168.681514\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"679.301719\" y=\"117.497903\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"681.043347\" y=\"143.333954\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"682.728794\" y=\"138.955962\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"684.470423\" y=\"148.463158\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"686.15587\" y=\"160.157558\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"687.897498\" y=\"149.834163\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"689.639127\" y=\"158.082428\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     <use xlink:href=\"#m8d4c59c605\" x=\"691.324574\" y=\"84.55233\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 52.160938 244.078125 \n",
       "L 52.160938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 721.760938 244.078125 \n",
       "L 721.760938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 52.160938 244.078125 \n",
       "L 721.760938 244.078125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 52.160938 22.318125 \n",
       "L 721.760938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"matplotlib.axis_3\">\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_41\">\n",
       "      <defs>\n",
       "       <path id=\"mef677dd128\" d=\"M 0 0 \n",
       "L 3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mef677dd128\" x=\"721.760938\" y=\"217.134247\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_41\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(728.760938 220.933465) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_42\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mef677dd128\" x=\"721.760938\" y=\"178.80725\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_42\">\n",
       "      <!-- 5 -->\n",
       "      <g transform=\"translate(728.760938 182.606469) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-35\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_9\">\n",
       "     <g id=\"line2d_43\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mef677dd128\" x=\"721.760938\" y=\"140.480254\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_43\">\n",
       "      <!-- 10 -->\n",
       "      <g transform=\"translate(728.760938 144.279473) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_10\">\n",
       "     <g id=\"line2d_44\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mef677dd128\" x=\"721.760938\" y=\"102.153258\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_44\">\n",
       "      <!-- 15 -->\n",
       "      <g transform=\"translate(728.760938 105.952477) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_11\">\n",
       "     <g id=\"line2d_45\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mef677dd128\" x=\"721.760938\" y=\"63.826262\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_45\">\n",
       "      <!-- 20 -->\n",
       "      <g transform=\"translate(728.760938 67.625481) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_12\">\n",
       "     <g id=\"line2d_46\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mef677dd128\" x=\"721.760938\" y=\"25.499266\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_46\">\n",
       "      <!-- 25 -->\n",
       "      <g transform=\"translate(728.760938 29.298484) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_47\">\n",
       "     <!-- China Inflation -->\n",
       "     <g style=\"fill: #0000ff\" transform=\"translate(753.084375 169.503594) rotate(-90) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-49\" d=\"M 628 4666 \n",
       "L 1259 4666 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-66\" d=\"M 2375 4863 \n",
       "L 2375 4384 \n",
       "L 1825 4384 \n",
       "Q 1516 4384 1395 4259 \n",
       "Q 1275 4134 1275 3809 \n",
       "L 1275 3500 \n",
       "L 2222 3500 \n",
       "L 2222 3053 \n",
       "L 1275 3053 \n",
       "L 1275 0 \n",
       "L 697 0 \n",
       "L 697 3053 \n",
       "L 147 3053 \n",
       "L 147 3500 \n",
       "L 697 3500 \n",
       "L 697 3744 \n",
       "Q 697 4328 969 4595 \n",
       "Q 1241 4863 1831 4863 \n",
       "L 2375 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-68\" x=\"69.824219\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"133.203125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"160.986328\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"224.365234\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"285.644531\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-49\" x=\"317.431641\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"346.923828\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-66\" x=\"410.302734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\" x=\"445.507812\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"473.291016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"534.570312\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"573.779297\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"601.5625\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"662.744141\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_47\">\n",
       "    <path d=\"M 85.912014 32.398125 \n",
       "L 87.597461 45.429304 \n",
       "L 89.339089 53.861243 \n",
       "L 91.024536 58.460482 \n",
       "L 92.766165 61.526642 \n",
       "L 94.507793 77.623981 \n",
       "L 96.19324 89.122079 \n",
       "L 97.934869 105.985958 \n",
       "L 99.620316 115.950977 \n",
       "L 101.361944 124.382916 \n",
       "L 103.103573 131.281775 \n",
       "L 106.474467 148.145654 \n",
       "L 108.159914 145.846034 \n",
       "L 109.901542 142.013334 \n",
       "L 111.586989 142.779874 \n",
       "L 113.328618 148.912193 \n",
       "L 116.755694 153.511433 \n",
       "L 118.497322 155.044513 \n",
       "L 120.182769 160.410292 \n",
       "L 121.924398 163.476452 \n",
       "L 123.666026 164.242992 \n",
       "L 125.23911 163.476452 \n",
       "L 126.980739 171.908391 \n",
       "L 128.666186 174.208011 \n",
       "L 130.407814 186.47265 \n",
       "L 132.093261 192.604969 \n",
       "L 133.83489 195.671129 \n",
       "L 135.576518 195.671129 \n",
       "L 137.261965 196.437669 \n",
       "L 139.003594 202.569988 \n",
       "L 140.689041 203.336528 \n",
       "L 142.430669 205.636148 \n",
       "L 144.172298 208.702308 \n",
       "L 145.745382 214.068087 \n",
       "L 147.48701 214.834627 \n",
       "L 149.172457 217.900787 \n",
       "L 150.914086 211.768467 \n",
       "L 152.599533 219.433866 \n",
       "L 154.341162 224.799646 \n",
       "L 156.08279 227.099266 \n",
       "L 157.768237 227.865806 \n",
       "L 159.509866 227.865806 \n",
       "L 161.195313 228.632346 \n",
       "L 162.936941 225.566186 \n",
       "L 164.67857 226.332726 \n",
       "L 166.251654 224.799646 \n",
       "L 167.993282 226.332726 \n",
       "L 169.678729 227.099266 \n",
       "L 171.420358 230.931965 \n",
       "L 173.105805 233.998125 \n",
       "L 174.847433 233.998125 \n",
       "L 176.589062 233.231585 \n",
       "L 178.274509 227.865806 \n",
       "L 180.016137 227.099266 \n",
       "L 181.701584 223.266566 \n",
       "L 183.443213 221.733486 \n",
       "L 185.184842 224.033106 \n",
       "L 186.814107 224.799646 \n",
       "L 188.555736 218.667327 \n",
       "L 190.241182 211.768467 \n",
       "L 191.982811 218.667327 \n",
       "L 193.668258 219.433866 \n",
       "L 197.151515 213.301547 \n",
       "L 198.836962 213.301547 \n",
       "L 200.578591 214.834627 \n",
       "L 202.264038 217.134247 \n",
       "L 204.005666 217.134247 \n",
       "L 205.747295 207.169228 \n",
       "L 207.320379 205.636148 \n",
       "L 209.062007 207.935768 \n",
       "L 210.747454 217.134247 \n",
       "L 214.17453 204.869608 \n",
       "L 215.916158 204.103068 \n",
       "L 217.657787 206.402688 \n",
       "L 219.343234 205.636148 \n",
       "L 221.084862 209.468847 \n",
       "L 222.770309 217.900787 \n",
       "L 224.511938 215.601167 \n",
       "L 226.253567 219.433866 \n",
       "L 227.82665 219.433866 \n",
       "L 229.568279 224.799646 \n",
       "L 231.253726 217.134247 \n",
       "L 232.995355 223.266566 \n",
       "L 234.680802 227.099266 \n",
       "L 236.42243 225.566186 \n",
       "L 238.164059 223.266566 \n",
       "L 239.849506 224.033106 \n",
       "L 241.591134 222.500026 \n",
       "L 243.276581 222.500026 \n",
       "L 245.01821 223.266566 \n",
       "L 246.759838 222.500026 \n",
       "L 248.332922 220.200406 \n",
       "L 250.074551 214.068087 \n",
       "L 251.759998 215.601167 \n",
       "L 253.501626 210.235387 \n",
       "L 255.187073 209.468847 \n",
       "L 256.928702 211.768467 \n",
       "L 258.67033 214.834627 \n",
       "L 260.355777 213.301547 \n",
       "L 262.097406 210.235387 \n",
       "L 263.782853 208.702308 \n",
       "L 265.524482 203.336528 \n",
       "L 267.26611 194.138049 \n",
       "L 268.895376 192.604969 \n",
       "L 270.637004 192.604969 \n",
       "L 272.322451 201.036908 \n",
       "L 274.06408 194.138049 \n",
       "L 275.749527 188.00573 \n",
       "L 279.232784 178.80725 \n",
       "L 280.918231 176.507631 \n",
       "L 282.659859 176.507631 \n",
       "L 284.345306 177.274171 \n",
       "L 286.086935 184.17303 \n",
       "L 287.828563 195.671129 \n",
       "L 289.401647 198.737288 \n",
       "L 291.143276 202.569988 \n",
       "L 292.828723 187.23919 \n",
       "L 294.570351 196.437669 \n",
       "L 296.255798 203.336528 \n",
       "L 297.997427 203.336528 \n",
       "L 299.739056 204.869608 \n",
       "L 301.424503 203.336528 \n",
       "L 303.166131 207.169228 \n",
       "L 304.851578 210.235387 \n",
       "L 306.593207 207.935768 \n",
       "L 308.334835 207.169228 \n",
       "L 309.907919 204.869608 \n",
       "L 311.649548 202.569988 \n",
       "L 313.334995 210.235387 \n",
       "L 315.076623 211.001927 \n",
       "L 316.76207 207.935768 \n",
       "L 318.503699 206.402688 \n",
       "L 320.245327 205.636148 \n",
       "L 321.930774 209.468847 \n",
       "L 323.672403 207.169228 \n",
       "L 325.35785 205.636148 \n",
       "L 327.099478 206.402688 \n",
       "L 328.841107 202.569988 \n",
       "L 330.414191 195.671129 \n",
       "L 332.155819 200.270368 \n",
       "L 333.841266 196.437669 \n",
       "L 335.582895 191.838429 \n",
       "L 337.268342 194.138049 \n",
       "L 339.009971 191.071889 \n",
       "L 340.751599 183.40649 \n",
       "L 342.437046 174.208011 \n",
       "L 344.178675 167.309152 \n",
       "L 345.864122 169.608771 \n",
       "L 347.60575 167.309152 \n",
       "L 349.347379 164.242992 \n",
       "L 350.976644 167.309152 \n",
       "L 352.718273 162.709912 \n",
       "L 354.40372 150.445273 \n",
       "L 356.145348 153.511433 \n",
       "L 357.830795 151.978353 \n",
       "L 359.572424 158.110673 \n",
       "L 361.314052 162.709912 \n",
       "L 362.999499 168.842231 \n",
       "L 364.741128 179.57379 \n",
       "L 366.426575 181.87341 \n",
       "L 368.168204 186.47265 \n",
       "L 369.909832 198.737288 \n",
       "L 371.482916 207.935768 \n",
       "L 373.224544 209.468847 \n",
       "L 374.909991 229.398885 \n",
       "L 376.65162 226.332726 \n",
       "L 378.337067 228.632346 \n",
       "L 380.078696 227.865806 \n",
       "L 381.820324 230.165425 \n",
       "L 383.505771 230.931965 \n",
       "L 385.2474 226.332726 \n",
       "L 386.932847 223.266566 \n",
       "L 388.674475 220.966946 \n",
       "L 390.416104 212.535007 \n",
       "L 391.989188 202.569988 \n",
       "L 393.730816 205.40312 \n",
       "L 395.416263 196.473696 \n",
       "L 397.157892 198.961885 \n",
       "L 398.843339 195.566879 \n",
       "L 400.584967 193.66816 \n",
       "L 402.326596 194.522085 \n",
       "L 404.012043 191.806235 \n",
       "L 405.753671 190.463257 \n",
       "L 407.439118 189.495883 \n",
       "L 410.922376 177.893535 \n",
       "L 412.495459 181.981492 \n",
       "L 414.237088 179.57379 \n",
       "L 415.922535 179.57379 \n",
       "L 417.664164 175.741091 \n",
       "L 419.349611 176.507631 \n",
       "L 421.091239 174.974551 \n",
       "L 422.832868 168.075692 \n",
       "L 424.518315 167.309152 \n",
       "L 426.259943 169.608771 \n",
       "L 427.94539 170.375311 \n",
       "L 429.687019 174.974551 \n",
       "L 431.428647 184.93957 \n",
       "L 433.057913 185.70611 \n",
       "L 434.799541 182.63995 \n",
       "L 436.484988 192.604969 \n",
       "L 438.226617 189.649191 \n",
       "L 439.912064 191.337879 \n",
       "L 441.653692 194.131917 \n",
       "L 443.395321 200.650572 \n",
       "L 445.080768 203.497501 \n",
       "L 446.822397 201.458505 \n",
       "L 448.507844 202.473404 \n",
       "L 450.249472 204.103068 \n",
       "L 451.991101 201.520595 \n",
       "L 453.564185 197.797511 \n",
       "L 455.305813 201.803448 \n",
       "L 456.99126 192.453194 \n",
       "L 458.732889 201.269936 \n",
       "L 460.418336 198.843838 \n",
       "L 462.159964 201.051473 \n",
       "L 463.901593 196.679895 \n",
       "L 465.58704 196.636203 \n",
       "L 467.328668 197.460233 \n",
       "L 469.014115 193.740215 \n",
       "L 470.755744 192.56051 \n",
       "L 472.497372 194.000072 \n",
       "L 474.070456 197.980714 \n",
       "L 475.812085 198.077298 \n",
       "L 477.497532 202.178286 \n",
       "L 479.23916 198.853803 \n",
       "L 480.924607 203.325796 \n",
       "L 482.666236 198.144753 \n",
       "L 484.407865 199.227108 \n",
       "L 486.093312 199.617276 \n",
       "L 487.83494 201.873203 \n",
       "L 489.520387 204.658809 \n",
       "L 491.262016 204.861176 \n",
       "L 493.003644 206.101438 \n",
       "L 494.576728 205.593222 \n",
       "L 496.318357 211.279415 \n",
       "L 498.003804 206.164294 \n",
       "L 499.745432 206.58819 \n",
       "L 501.430879 205.566393 \n",
       "L 503.172508 207.699673 \n",
       "L 504.914136 206.472443 \n",
       "L 506.599583 204.507035 \n",
       "L 508.341212 202.145325 \n",
       "L 510.026659 204.903336 \n",
       "L 511.768287 207.41912 \n",
       "L 513.509916 205.74653 \n",
       "L 515.139181 204.585988 \n",
       "L 516.88081 203.706 \n",
       "L 518.566257 199.624175 \n",
       "L 521.993333 199.289964 \n",
       "L 523.734961 201.504498 \n",
       "L 525.47659 202.727129 \n",
       "L 527.162037 203.60405 \n",
       "L 528.903665 206.864145 \n",
       "L 530.589112 202.415147 \n",
       "L 532.330741 201.068336 \n",
       "L 534.072369 199.869468 \n",
       "L 535.645453 201.217045 \n",
       "L 537.387082 197.594377 \n",
       "L 539.072529 210.986596 \n",
       "L 540.814157 210.104309 \n",
       "L 542.499604 208.197924 \n",
       "L 544.241233 205.505069 \n",
       "L 545.982861 205.668342 \n",
       "L 547.668308 206.35133 \n",
       "L 549.409937 203.587953 \n",
       "L 551.095384 204.624315 \n",
       "L 552.837013 202.812215 \n",
       "L 554.578641 203.837845 \n",
       "L 556.151725 202.967056 \n",
       "L 557.893353 205.881441 \n",
       "L 559.5788 194.874694 \n",
       "L 561.320429 201.36882 \n",
       "L 563.005876 203.318898 \n",
       "L 564.747505 203.715965 \n",
       "L 566.489133 202.925663 \n",
       "L 568.17458 201.348123 \n",
       "L 569.916209 199.480066 \n",
       "L 571.601656 198.182314 \n",
       "L 573.343284 197.639603 \n",
       "L 576.657997 202.871238 \n",
       "L 578.399625 203.793386 \n",
       "L 580.085072 205.737331 \n",
       "L 581.826701 199.684732 \n",
       "L 583.512148 197.664899 \n",
       "L 585.253776 196.10959 \n",
       "L 586.995405 196.580245 \n",
       "L 588.680852 195.804507 \n",
       "L 590.42248 195.337684 \n",
       "L 592.107927 193.961745 \n",
       "L 595.591185 182.728869 \n",
       "L 597.22045 182.98336 \n",
       "L 598.962079 175.859138 \n",
       "L 600.647526 177.467339 \n",
       "L 602.389154 184.402225 \n",
       "L 604.074601 191.899752 \n",
       "L 605.81623 198.448303 \n",
       "L 607.557858 198.097994 \n",
       "L 609.243305 196.469097 \n",
       "L 610.984934 198.924324 \n",
       "L 612.670381 204.103068 \n",
       "L 614.412009 213.301547 \n",
       "L 616.153638 220.966946 \n",
       "L 617.726722 215.601167 \n",
       "L 619.46835 219.433866 \n",
       "L 621.153797 218.667327 \n",
       "L 622.895426 214.068087 \n",
       "L 624.580873 210.235387 \n",
       "L 626.322501 207.169228 \n",
       "L 628.06413 208.702308 \n",
       "L 629.749577 209.468847 \n",
       "L 631.491206 211.001927 \n",
       "L 633.176653 211.768467 \n",
       "L 636.65991 199.503828 \n",
       "L 638.232994 205.636148 \n",
       "L 639.974622 210.235387 \n",
       "L 641.660069 210.235387 \n",
       "L 643.401698 205.636148 \n",
       "L 645.087145 200.80388 \n",
       "L 646.828773 201.036908 \n",
       "L 648.570402 197.970749 \n",
       "L 650.255849 196.437669 \n",
       "L 651.997477 197.970749 \n",
       "L 653.682924 195.671129 \n",
       "L 655.424553 201.036908 \n",
       "L 657.166181 204.869608 \n",
       "L 658.739265 203.336528 \n",
       "L 660.480894 201.036908 \n",
       "L 662.166341 209.468847 \n",
       "L 663.907969 211.768467 \n",
       "L 665.593416 216.367707 \n",
       "L 667.335045 215.601167 \n",
       "L 669.076674 217.134247 \n",
       "L 670.762121 219.433866 \n",
       "L 672.503749 216.367707 \n",
       "L 674.189196 217.134247 \n",
       "L 675.930825 218.667327 \n",
       "L 677.672453 220.966946 \n",
       "L 679.301719 219.433866 \n",
       "L 681.043347 223.266566 \n",
       "L 682.728794 211.768467 \n",
       "L 684.470423 216.367707 \n",
       "L 686.15587 214.834627 \n",
       "L 687.897498 214.834627 \n",
       "L 689.639127 215.601167 \n",
       "L 691.324574 213.301547 \n",
       "L 691.324574 213.301547 \n",
       "\" clip-path=\"url(#pb85ac9011d)\" style=\"fill: none; stroke: #0000ff; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "    <defs>\n",
       "     <path id=\"m93aef6a50f\" d=\"M 0 2 \n",
       "C 0.530406 2 1.03916 1.789267 1.414214 1.414214 \n",
       "C 1.789267 1.03916 2 0.530406 2 0 \n",
       "C 2 -0.530406 1.789267 -1.03916 1.414214 -1.414214 \n",
       "C 1.03916 -1.789267 0.530406 -2 0 -2 \n",
       "C -0.530406 -2 -1.03916 -1.789267 -1.414214 -1.414214 \n",
       "C -1.789267 -1.03916 -2 -0.530406 -2 0 \n",
       "C -2 0.530406 -1.789267 1.03916 -1.414214 1.414214 \n",
       "C -1.03916 1.789267 -0.530406 2 0 2 \n",
       "z\n",
       "\" style=\"stroke: #0000ff\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#pb85ac9011d)\">\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"85.912014\" y=\"32.398125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"87.597461\" y=\"45.429304\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"89.339089\" y=\"53.861243\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"91.024536\" y=\"58.460482\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"92.766165\" y=\"61.526642\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"94.507793\" y=\"77.623981\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"96.19324\" y=\"89.122079\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"97.934869\" y=\"105.985958\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"99.620316\" y=\"115.950977\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"101.361944\" y=\"124.382916\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"103.103573\" y=\"131.281775\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"104.732838\" y=\"139.713714\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"106.474467\" y=\"148.145654\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"108.159914\" y=\"145.846034\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"109.901542\" y=\"142.013334\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"111.586989\" y=\"142.779874\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"113.328618\" y=\"148.912193\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"115.070247\" y=\"151.211813\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"116.755694\" y=\"153.511433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"118.497322\" y=\"155.044513\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"120.182769\" y=\"160.410292\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"121.924398\" y=\"163.476452\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"123.666026\" y=\"164.242992\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"125.23911\" y=\"163.476452\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"126.980739\" y=\"171.908391\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"128.666186\" y=\"174.208011\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"130.407814\" y=\"186.47265\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"132.093261\" y=\"192.604969\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"133.83489\" y=\"195.671129\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"135.576518\" y=\"195.671129\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"137.261965\" y=\"196.437669\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"139.003594\" y=\"202.569988\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"140.689041\" y=\"203.336528\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"142.430669\" y=\"205.636148\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"144.172298\" y=\"208.702308\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"145.745382\" y=\"214.068087\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"147.48701\" y=\"214.834627\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"149.172457\" y=\"217.900787\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"150.914086\" y=\"211.768467\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"152.599533\" y=\"219.433866\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"154.341162\" y=\"224.799646\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"156.08279\" y=\"227.099266\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"157.768237\" y=\"227.865806\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"159.509866\" y=\"227.865806\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"161.195313\" y=\"228.632346\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"162.936941\" y=\"225.566186\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"164.67857\" y=\"226.332726\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"166.251654\" y=\"224.799646\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"167.993282\" y=\"226.332726\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"169.678729\" y=\"227.099266\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"171.420358\" y=\"230.931965\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"173.105805\" y=\"233.998125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"174.847433\" y=\"233.998125\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"176.589062\" y=\"233.231585\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"178.274509\" y=\"227.865806\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"180.016137\" y=\"227.099266\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"181.701584\" y=\"223.266566\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"183.443213\" y=\"221.733486\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"185.184842\" y=\"224.033106\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"186.814107\" y=\"224.799646\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"188.555736\" y=\"218.667327\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"190.241182\" y=\"211.768467\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"191.982811\" y=\"218.667327\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"193.668258\" y=\"219.433866\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"195.409887\" y=\"216.367707\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"197.151515\" y=\"213.301547\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"198.836962\" y=\"213.301547\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"200.578591\" y=\"214.834627\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"202.264038\" y=\"217.134247\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"204.005666\" y=\"217.134247\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"205.747295\" y=\"207.169228\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"207.320379\" y=\"205.636148\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"209.062007\" y=\"207.935768\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"210.747454\" y=\"217.134247\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"212.489083\" y=\"211.001927\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"214.17453\" y=\"204.869608\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"215.916158\" y=\"204.103068\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"217.657787\" y=\"206.402688\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"219.343234\" y=\"205.636148\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"221.084862\" y=\"209.468847\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"222.770309\" y=\"217.900787\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"224.511938\" y=\"215.601167\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"226.253567\" y=\"219.433866\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"227.82665\" y=\"219.433866\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"229.568279\" y=\"224.799646\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"231.253726\" y=\"217.134247\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"232.995355\" y=\"223.266566\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"234.680802\" y=\"227.099266\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"236.42243\" y=\"225.566186\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"238.164059\" y=\"223.266566\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"239.849506\" y=\"224.033106\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"241.591134\" y=\"222.500026\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"243.276581\" y=\"222.500026\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"245.01821\" y=\"223.266566\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"246.759838\" y=\"222.500026\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"248.332922\" y=\"220.200406\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"250.074551\" y=\"214.068087\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"251.759998\" y=\"215.601167\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"253.501626\" y=\"210.235387\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"255.187073\" y=\"209.468847\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"256.928702\" y=\"211.768467\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"258.67033\" y=\"214.834627\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"260.355777\" y=\"213.301547\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"262.097406\" y=\"210.235387\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"263.782853\" y=\"208.702308\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"265.524482\" y=\"203.336528\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"267.26611\" y=\"194.138049\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"268.895376\" y=\"192.604969\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"270.637004\" y=\"192.604969\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"272.322451\" y=\"201.036908\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"274.06408\" y=\"194.138049\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"275.749527\" y=\"188.00573\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"277.491155\" y=\"183.40649\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"279.232784\" y=\"178.80725\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"280.918231\" y=\"176.507631\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"282.659859\" y=\"176.507631\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"284.345306\" y=\"177.274171\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"286.086935\" y=\"184.17303\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"287.828563\" y=\"195.671129\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"289.401647\" y=\"198.737288\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"291.143276\" y=\"202.569988\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"292.828723\" y=\"187.23919\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"294.570351\" y=\"196.437669\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"296.255798\" y=\"203.336528\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"297.997427\" y=\"203.336528\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"299.739056\" y=\"204.869608\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"301.424503\" y=\"203.336528\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"303.166131\" y=\"207.169228\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"304.851578\" y=\"210.235387\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"306.593207\" y=\"207.935768\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"308.334835\" y=\"207.169228\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"309.907919\" y=\"204.869608\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"311.649548\" y=\"202.569988\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"313.334995\" y=\"210.235387\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"315.076623\" y=\"211.001927\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"316.76207\" y=\"207.935768\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"318.503699\" y=\"206.402688\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"320.245327\" y=\"205.636148\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"321.930774\" y=\"209.468847\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"323.672403\" y=\"207.169228\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"325.35785\" y=\"205.636148\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"327.099478\" y=\"206.402688\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"328.841107\" y=\"202.569988\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"330.414191\" y=\"195.671129\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"332.155819\" y=\"200.270368\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"333.841266\" y=\"196.437669\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"335.582895\" y=\"191.838429\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"337.268342\" y=\"194.138049\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"339.009971\" y=\"191.071889\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"340.751599\" y=\"183.40649\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"342.437046\" y=\"174.208011\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"344.178675\" y=\"167.309152\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"345.864122\" y=\"169.608771\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"347.60575\" y=\"167.309152\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"349.347379\" y=\"164.242992\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"350.976644\" y=\"167.309152\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"352.718273\" y=\"162.709912\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"354.40372\" y=\"150.445273\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"356.145348\" y=\"153.511433\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"357.830795\" y=\"151.978353\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"359.572424\" y=\"158.110673\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"361.314052\" y=\"162.709912\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"362.999499\" y=\"168.842231\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"364.741128\" y=\"179.57379\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"366.426575\" y=\"181.87341\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"368.168204\" y=\"186.47265\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"369.909832\" y=\"198.737288\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"371.482916\" y=\"207.935768\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"373.224544\" y=\"209.468847\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"374.909991\" y=\"229.398885\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"376.65162\" y=\"226.332726\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"378.337067\" y=\"228.632346\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"380.078696\" y=\"227.865806\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"381.820324\" y=\"230.165425\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"383.505771\" y=\"230.931965\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"385.2474\" y=\"226.332726\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"386.932847\" y=\"223.266566\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"388.674475\" y=\"220.966946\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"390.416104\" y=\"212.535007\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"391.989188\" y=\"202.569988\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"393.730816\" y=\"205.40312\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"395.416263\" y=\"196.473696\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"397.157892\" y=\"198.961885\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"398.843339\" y=\"195.566879\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"400.584967\" y=\"193.66816\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"402.326596\" y=\"194.522085\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"404.012043\" y=\"191.806235\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"405.753671\" y=\"190.463257\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"407.439118\" y=\"189.495883\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"409.180747\" y=\"183.670946\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"410.922376\" y=\"177.893535\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"412.495459\" y=\"181.981492\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"414.237088\" y=\"179.57379\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"415.922535\" y=\"179.57379\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"417.664164\" y=\"175.741091\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"419.349611\" y=\"176.507631\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"421.091239\" y=\"174.974551\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"422.832868\" y=\"168.075692\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"424.518315\" y=\"167.309152\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"426.259943\" y=\"169.608771\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"427.94539\" y=\"170.375311\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"429.687019\" y=\"174.974551\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"431.428647\" y=\"184.93957\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"433.057913\" y=\"185.70611\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"434.799541\" y=\"182.63995\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"436.484988\" y=\"192.604969\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"438.226617\" y=\"189.649191\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"439.912064\" y=\"191.337879\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"441.653692\" y=\"194.131917\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"443.395321\" y=\"200.650572\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"445.080768\" y=\"203.497501\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"446.822397\" y=\"201.458505\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"448.507844\" y=\"202.473404\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"450.249472\" y=\"204.103068\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"451.991101\" y=\"201.520595\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"453.564185\" y=\"197.797511\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"455.305813\" y=\"201.803448\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"456.99126\" y=\"192.453194\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"458.732889\" y=\"201.269936\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"460.418336\" y=\"198.843838\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"462.159964\" y=\"201.051473\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"463.901593\" y=\"196.679895\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"465.58704\" y=\"196.636203\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"467.328668\" y=\"197.460233\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"469.014115\" y=\"193.740215\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"470.755744\" y=\"192.56051\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"472.497372\" y=\"194.000072\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"474.070456\" y=\"197.980714\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"475.812085\" y=\"198.077298\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"477.497532\" y=\"202.178286\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"479.23916\" y=\"198.853803\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"480.924607\" y=\"203.325796\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"482.666236\" y=\"198.144753\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"484.407865\" y=\"199.227108\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"486.093312\" y=\"199.617276\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"487.83494\" y=\"201.873203\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"489.520387\" y=\"204.658809\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"491.262016\" y=\"204.861176\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"493.003644\" y=\"206.101438\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"494.576728\" y=\"205.593222\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"496.318357\" y=\"211.279415\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"498.003804\" y=\"206.164294\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"499.745432\" y=\"206.58819\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"501.430879\" y=\"205.566393\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"503.172508\" y=\"207.699673\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"504.914136\" y=\"206.472443\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"506.599583\" y=\"204.507035\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"508.341212\" y=\"202.145325\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"510.026659\" y=\"204.903336\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"511.768287\" y=\"207.41912\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"513.509916\" y=\"205.74653\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"515.139181\" y=\"204.585988\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"516.88081\" y=\"203.706\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"518.566257\" y=\"199.624175\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"520.307886\" y=\"199.493097\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"521.993333\" y=\"199.289964\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"523.734961\" y=\"201.504498\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"525.47659\" y=\"202.727129\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"527.162037\" y=\"203.60405\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"528.903665\" y=\"206.864145\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"530.589112\" y=\"202.415147\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"532.330741\" y=\"201.068336\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"534.072369\" y=\"199.869468\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"535.645453\" y=\"201.217045\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"537.387082\" y=\"197.594377\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"539.072529\" y=\"210.986596\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"540.814157\" y=\"210.104309\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"542.499604\" y=\"208.197924\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"544.241233\" y=\"205.505069\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"545.982861\" y=\"205.668342\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"547.668308\" y=\"206.35133\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"549.409937\" y=\"203.587953\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"551.095384\" y=\"204.624315\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"552.837013\" y=\"202.812215\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"554.578641\" y=\"203.837845\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"556.151725\" y=\"202.967056\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"557.893353\" y=\"205.881441\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"559.5788\" y=\"194.874694\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"561.320429\" y=\"201.36882\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"563.005876\" y=\"203.318898\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"564.747505\" y=\"203.715965\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"566.489133\" y=\"202.925663\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"568.17458\" y=\"201.348123\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"569.916209\" y=\"199.480066\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"571.601656\" y=\"198.182314\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"573.343284\" y=\"197.639603\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"575.084913\" y=\"200.462003\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"576.657997\" y=\"202.871238\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"578.399625\" y=\"203.793386\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"580.085072\" y=\"205.737331\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"581.826701\" y=\"199.684732\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"583.512148\" y=\"197.664899\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"585.253776\" y=\"196.10959\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"586.995405\" y=\"196.580245\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"588.680852\" y=\"195.804507\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"590.42248\" y=\"195.337684\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"592.107927\" y=\"193.961745\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"593.849556\" y=\"188.349906\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"595.591185\" y=\"182.728869\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"597.22045\" y=\"182.98336\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"598.962079\" y=\"175.859138\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"600.647526\" y=\"177.467339\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"602.389154\" y=\"184.402225\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"604.074601\" y=\"191.899752\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"605.81623\" y=\"198.448303\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"607.557858\" y=\"198.097994\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"609.243305\" y=\"196.469097\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"610.984934\" y=\"198.924324\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"612.670381\" y=\"204.103068\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"614.412009\" y=\"213.301547\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"616.153638\" y=\"220.966946\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"617.726722\" y=\"215.601167\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"619.46835\" y=\"219.433866\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"621.153797\" y=\"218.667327\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"622.895426\" y=\"214.068087\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"624.580873\" y=\"210.235387\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"626.322501\" y=\"207.169228\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"628.06413\" y=\"208.702308\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"629.749577\" y=\"209.468847\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"631.491206\" y=\"211.001927\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"633.176653\" y=\"211.768467\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"634.918281\" y=\"205.636148\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"636.65991\" y=\"199.503828\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"638.232994\" y=\"205.636148\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"639.974622\" y=\"210.235387\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"641.660069\" y=\"210.235387\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"643.401698\" y=\"205.636148\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"645.087145\" y=\"200.80388\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"646.828773\" y=\"201.036908\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"648.570402\" y=\"197.970749\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"650.255849\" y=\"196.437669\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"651.997477\" y=\"197.970749\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"653.682924\" y=\"195.671129\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"655.424553\" y=\"201.036908\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"657.166181\" y=\"204.869608\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"658.739265\" y=\"203.336528\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"660.480894\" y=\"201.036908\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"662.166341\" y=\"209.468847\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"663.907969\" y=\"211.768467\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"665.593416\" y=\"216.367707\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"667.335045\" y=\"215.601167\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"669.076674\" y=\"217.134247\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"670.762121\" y=\"219.433866\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"672.503749\" y=\"216.367707\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"674.189196\" y=\"217.134247\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"675.930825\" y=\"218.667327\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"677.672453\" y=\"220.966946\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"679.301719\" y=\"219.433866\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"681.043347\" y=\"223.266566\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"682.728794\" y=\"211.768467\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"684.470423\" y=\"216.367707\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"686.15587\" y=\"214.834627\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"687.897498\" y=\"214.834627\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"689.639127\" y=\"215.601167\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     <use xlink:href=\"#m93aef6a50f\" x=\"691.324574\" y=\"213.301547\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 52.160938 244.078125 \n",
       "L 52.160938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 721.760938 244.078125 \n",
       "L 721.760938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 52.160938 244.078125 \n",
       "L 721.760938 244.078125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 52.160938 22.318125 \n",
       "L 721.760938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_48\">\n",
       "    <!-- China Stock Market Return and Inflation -->\n",
       "    <g transform=\"translate(267.341563 16.318125) scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \n",
       "L 2906 4863 \n",
       "L 3481 4863 \n",
       "L 3481 0 \n",
       "L 2906 0 \n",
       "L 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "z\n",
       "M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-43\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"69.824219\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"133.203125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"160.986328\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"224.365234\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"285.644531\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-53\" x=\"317.431641\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"380.908203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"420.117188\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"481.298828\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"536.279297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"594.189453\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-4d\" x=\"625.976562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"712.255859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"773.535156\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"814.648438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"868.933594\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"930.457031\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"969.666016\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-52\" x=\"1001.453125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1066.435547\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1127.958984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"1167.167969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"1230.546875\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1269.910156\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1333.289062\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"1365.076172\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1426.355469\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"1489.734375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1553.210938\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-49\" x=\"1584.998047\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1614.490234\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-66\" x=\"1677.869141\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"1713.074219\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"1740.857422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1802.136719\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"1841.345703\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"1869.128906\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"1930.310547\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_11\">\n",
       "     <path d=\"M 549.434375 59.674375 \n",
       "L 714.760938 59.674375 \n",
       "Q 716.760938 59.674375 716.760938 57.674375 \n",
       "L 716.760938 29.318125 \n",
       "Q 716.760938 27.318125 714.760938 27.318125 \n",
       "L 549.434375 27.318125 \n",
       "Q 547.434375 27.318125 547.434375 29.318125 \n",
       "L 547.434375 57.674375 \n",
       "Q 547.434375 59.674375 549.434375 59.674375 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_48\">\n",
       "     <path d=\"M 551.434375 35.416562 \n",
       "L 561.434375 35.416562 \n",
       "L 571.434375 35.416562 \n",
       "\" style=\"fill: none; stroke-dasharray: 2.96,1.28; stroke-dashoffset: 0; stroke: #ff0000; stroke-width: 0.8\"/>\n",
       "     <g>\n",
       "      <use xlink:href=\"#m8d4c59c605\" x=\"561.434375\" y=\"35.416562\" style=\"fill: #ff0000; stroke: #ff0000\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_49\">\n",
       "     <!-- China Stock Market Return -->\n",
       "     <g transform=\"translate(579.434375 38.916562) scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-68\" x=\"69.824219\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"133.203125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"160.986328\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"224.365234\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"285.644531\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-53\" x=\"317.431641\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"380.908203\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"420.117188\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-63\" x=\"481.298828\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"536.279297\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"594.189453\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-4d\" x=\"625.976562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"712.255859\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"773.535156\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"814.648438\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"868.933594\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"930.457031\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"969.666016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"1001.453125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"1066.435547\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"1127.958984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"1167.167969\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"1230.546875\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"1269.910156\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_49\">\n",
       "     <path d=\"M 551.434375 50.094687 \n",
       "L 561.434375 50.094687 \n",
       "L 571.434375 50.094687 \n",
       "\" style=\"fill: none; stroke: #0000ff; stroke-width: 0.8; stroke-linecap: square\"/>\n",
       "     <g>\n",
       "      <use xlink:href=\"#m93aef6a50f\" x=\"561.434375\" y=\"50.094687\" style=\"fill: #0000ff; stroke: #0000ff\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_50\">\n",
       "     <!-- China Inflation -->\n",
       "     <g transform=\"translate(579.434375 53.594687) scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-68\" x=\"69.824219\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"133.203125\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"160.986328\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"224.365234\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"285.644531\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-49\" x=\"317.431641\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"346.923828\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-66\" x=\"410.302734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6c\" x=\"445.507812\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"473.291016\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"534.570312\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"573.779297\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"601.5625\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"662.744141\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pb85ac9011d\">\n",
       "   <rect x=\"52.160938\" y=\"22.318125\" width=\"669.6\" height=\"221.76\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the China's stock market return and inflation into one graph\n",
    "fig, ax1 = plt.subplots(figsize=(12,4))\n",
    "# the linewidth and marker size are set to be very small\n",
    "ax1.plot(reg_data['Raw_return'],color='red',marker='o',linewidth=0.8,\n",
    "         markersize=4,\n",
    "         linestyle='--',label='China Stock Market Return')\n",
    "ax1.set_ylabel('China Stock Market Return',color='red')\n",
    "#ax1.set_xlabel('Month')\n",
    "\n",
    "# 设置x轴的日期显示格式\n",
    "data_format = mdates.DateFormatter('%Y')\n",
    "ax1.xaxis.set_major_formatter(data_format)\n",
    "ax1.xaxis.set_major_locator(mdates.YearLocator())\n",
    "\n",
    "# 转置x轴的日期显示格式\n",
    "plt.xticks(rotation = 90)\n",
    "\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(reg_data['cpi'].shift(2),color='blue',marker='o',linewidth=0.8,\n",
    "         markersize=4,\n",
    "         linestyle='-',label='China Inflation')\n",
    "\n",
    "ax2.set_ylabel('China Inflation',color='blue')\n",
    "\n",
    "plt.title('China Stock Market Return and Inflation')\n",
    "\n",
    "# change the legend into one box\n",
    "lines, labels = ax1.get_legend_handles_labels()\n",
    "lines2, labels2 = ax2.get_legend_handles_labels()\n",
    "ax2.legend(lines + lines2, labels + labels2, loc='upper right')\n",
    "\n",
    "# save figure\n",
    "fig.savefig('images/China Stock Market Return and Inflation.png',dpi = 1000,bbox_inches='tight')\n",
    "\n",
    "plt.show();\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 描述性统计 Summary\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    357.00000\n",
       "mean       2.57131\n",
       "std        3.64392\n",
       "min       -2.20000\n",
       "25%        0.70000\n",
       "50%        1.80140\n",
       "75%        3.05190\n",
       "max       24.10000\n",
       "Name: cpi, dtype: float64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg_data['cpi'].describe().round(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.837376896439755"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "11.29962775033307"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg_data['cpi'].skew()\n",
    "reg_data['cpi'].kurt()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:             Raw_return   R-squared:                       0.040\n",
      "Model:                            OLS   Adj. R-squared:                  0.037\n",
      "Method:                 Least Squares   F-statistic:                     9.517\n",
      "Date:                Tue, 22 Oct 2024   Prob (F-statistic):            0.00223\n",
      "Time:                        20:36:05   Log-Likelihood:                 371.45\n",
      "No. Observations:                 297   AIC:                            -738.9\n",
      "Df Residuals:                     295   BIC:                            -731.5\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:                  HAC                                         \n",
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "Intercept      0.0204      0.007      3.021      0.003       0.007       0.034\n",
      "lcpi          -0.7335      0.238     -3.085      0.002      -1.200      -0.268\n",
      "==============================================================================\n",
      "Omnibus:                       14.674   Durbin-Watson:                   1.808\n",
      "Prob(Omnibus):                  0.001   Jarque-Bera (JB):               36.741\n",
      "Skew:                           0.050   Prob(JB):                     1.05e-08\n",
      "Kurtosis:                       4.720   Cond. No.                         51.8\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors are heteroscedasticity and autocorrelation robust (HAC) using 6 lags and without small sample correction\n"
     ]
    }
   ],
   "source": [
    "#OLS回归结果\n",
    "# reg_data['lcpi'] = reg_data['cpi'].shift(2)/100\n",
    "model_cpi = smf.ols('Raw_return ~ lcpi',\n",
    "                 data=reg_data['2000-01':'2024-09']).fit(\n",
    "                     cov_type='HAC', cov_kwds={'maxlags': 6})\n",
    "print(model_cpi.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"617.360937pt\" height=\"352.84625pt\" viewBox=\"0 0 617.360937 352.84625\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2024-10-22T20:36:06.253443</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.8.4, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 352.84625 \n",
       "L 617.360937 352.84625 \n",
       "L 617.360937 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 52.160938 299.518125 \n",
       "L 610.160938 299.518125 \n",
       "L 610.160938 22.318125 \n",
       "L 52.160938 22.318125 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_1\">\n",
       "      <defs>\n",
       "       <path id=\"m511cfb9ec1\" d=\"M 0 0 \n",
       "L 0 3.5 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m511cfb9ec1\" x=\"75.835354\" y=\"299.518125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 2000 -->\n",
       "      <g transform=\"translate(78.594729 331.968125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m511cfb9ec1\" x=\"158.100362\" y=\"299.518125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 2004 -->\n",
       "      <g transform=\"translate(160.859737 331.968125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m511cfb9ec1\" x=\"240.365369\" y=\"299.518125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 2008 -->\n",
       "      <g transform=\"translate(243.124744 331.968125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m511cfb9ec1\" x=\"322.630377\" y=\"299.518125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 2012 -->\n",
       "      <g transform=\"translate(325.389752 331.968125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m511cfb9ec1\" x=\"404.895385\" y=\"299.518125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 2016 -->\n",
       "      <g transform=\"translate(407.65476 331.968125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m511cfb9ec1\" x=\"487.160393\" y=\"299.518125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 2020 -->\n",
       "      <g transform=\"translate(489.919768 331.968125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m511cfb9ec1\" x=\"569.4254\" y=\"299.518125\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 2024 -->\n",
       "      <g transform=\"translate(572.184775 331.968125) rotate(-90) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_8\">\n",
       "     <!-- Month -->\n",
       "     <g transform=\"translate(315.489844 343.566563) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-4d\" d=\"M 628 4666 \n",
       "L 1569 4666 \n",
       "L 2759 1491 \n",
       "L 3956 4666 \n",
       "L 4897 4666 \n",
       "L 4897 0 \n",
       "L 4281 0 \n",
       "L 4281 4097 \n",
       "L 3078 897 \n",
       "L 2444 897 \n",
       "L 1241 4097 \n",
       "L 1241 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-4d\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6f\" x=\"86.279297\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"147.460938\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"210.839844\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-68\" x=\"250.048828\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <defs>\n",
       "       <path id=\"m388652d5a8\" d=\"M 0 0 \n",
       "L -3.5 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m388652d5a8\" x=\"52.160938\" y=\"264.507212\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- −0.2 -->\n",
       "      <g transform=\"translate(20.878125 268.306431) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m388652d5a8\" x=\"52.160938\" y=\"216.118087\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- −0.1 -->\n",
       "      <g transform=\"translate(20.878125 219.917306) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m388652d5a8\" x=\"52.160938\" y=\"167.728962\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 0.0 -->\n",
       "      <g transform=\"translate(29.257813 171.528181) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m388652d5a8\" x=\"52.160938\" y=\"119.339837\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 0.1 -->\n",
       "      <g transform=\"translate(29.257813 123.139055) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m388652d5a8\" x=\"52.160938\" y=\"70.950711\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 0.2 -->\n",
       "      <g transform=\"translate(29.257813 74.74993) scale(0.1 -0.1)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m388652d5a8\" x=\"52.160938\" y=\"22.561586\" style=\"stroke: #000000; stroke-width: 0.8\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 0.3 -->\n",
       "      <g transform=\"translate(29.257813 26.360805) scale(0.1 -0.1)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_15\">\n",
       "     <!-- Return -->\n",
       "     <g transform=\"translate(14.798438 177.509531) rotate(-90) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-52\" d=\"M 2841 2188 \n",
       "Q 3044 2119 3236 1894 \n",
       "Q 3428 1669 3622 1275 \n",
       "L 4263 0 \n",
       "L 3584 0 \n",
       "L 2988 1197 \n",
       "Q 2756 1666 2539 1819 \n",
       "Q 2322 1972 1947 1972 \n",
       "L 1259 1972 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2853 4666 3247 4331 \n",
       "Q 3641 3997 3641 3322 \n",
       "Q 3641 2881 3436 2590 \n",
       "Q 3231 2300 2841 2188 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2491 \n",
       "L 2053 2491 \n",
       "Q 2509 2491 2742 2702 \n",
       "Q 2975 2913 2975 3322 \n",
       "Q 2975 3731 2742 3939 \n",
       "Q 2509 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-52\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"64.982422\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"126.505859\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"165.714844\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"229.09375\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"268.457031\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"line2d_14\">\n",
       "    <path d=\"M 77.524574 108.093255 \n",
       "L 79.157486 111.118414 \n",
       "L 80.903014 143.559517 \n",
       "L 82.592233 158.02544 \n",
       "L 84.337761 152.384693 \n",
       "L 86.026981 159.157327 \n",
       "L 87.772508 143.779217 \n",
       "L 89.518035 168.288529 \n",
       "L 91.207255 194.312815 \n",
       "L 92.952782 154.776455 \n",
       "L 94.642002 140.757432 \n",
       "L 96.387529 167.058257 \n",
       "L 98.133056 169.565596 \n",
       "L 99.709662 192.661329 \n",
       "L 101.455189 129.791817 \n",
       "L 103.144409 166.263166 \n",
       "L 104.889936 146.018498 \n",
       "L 106.579156 166.905088 \n",
       "L 108.324683 232.678158 \n",
       "L 110.07021 189.445003 \n",
       "L 111.75943 186.004092 \n",
       "L 113.504957 188.484353 \n",
       "L 115.194177 150.87898 \n",
       "L 116.939704 195.970877 \n",
       "L 118.685231 213.093859 \n",
       "L 120.261837 157.010858 \n",
       "L 122.007364 142.593403 \n",
       "L 123.696584 148.465631 \n",
       "L 125.442111 211.836981 \n",
       "L 127.131331 98.442929 \n",
       "L 128.876858 190.396529 \n",
       "L 130.622385 163.325396 \n",
       "L 132.311605 192.408107 \n",
       "L 134.057132 190.405723 \n",
       "L 135.746352 191.263892 \n",
       "L 137.491879 193.550126 \n",
       "L 139.237406 117.056978 \n",
       "L 140.814012 163.821878 \n",
       "L 142.559539 168.161028 \n",
       "L 144.248759 164.250127 \n",
       "L 145.994286 150.29356 \n",
       "L 147.683506 195.431464 \n",
       "L 149.429033 170.750799 \n",
       "L 151.17456 185.672462 \n",
       "L 152.86378 186.383879 \n",
       "L 154.609307 174.404252 \n",
       "L 156.298527 150.172068 \n",
       "L 158.044054 133.158869 \n",
       "L 159.789582 137.445355 \n",
       "L 161.422494 142.073201 \n",
       "L 163.168021 148.504116 \n",
       "L 164.857241 208.301899 \n",
       "L 166.602768 179.762633 \n",
       "L 168.291988 216.478539 \n",
       "L 170.037515 172.211102 \n",
       "L 171.783043 183.137243 \n",
       "L 173.472263 148.028041 \n",
       "L 175.21779 194.114841 \n",
       "L 176.90701 160.315994 \n",
       "L 178.652537 194.533413 \n",
       "L 180.398064 196.261926 \n",
       "L 181.974669 121.3707 \n",
       "L 183.720196 213.954285 \n",
       "L 185.409416 176.778061 \n",
       "L 187.154943 208.810563 \n",
       "L 188.844163 158.514071 \n",
       "L 190.589691 166.793357 \n",
       "L 192.335218 132.088208 \n",
       "L 194.024438 170.721031 \n",
       "L 195.769965 194.021164 \n",
       "L 197.459185 164.877386 \n",
       "L 199.204712 140.524771 \n",
       "L 200.950239 127.306751 \n",
       "L 202.526844 151.966581 \n",
       "L 204.272372 168.000888 \n",
       "L 205.961591 114.833755 \n",
       "L 207.707119 100.169247 \n",
       "L 209.396338 158.616016 \n",
       "L 211.141866 184.940826 \n",
       "L 212.887393 153.953905 \n",
       "L 214.576613 140.369606 \n",
       "L 216.32214 144.100737 \n",
       "L 218.01136 98.935996 \n",
       "L 219.756887 34.918125 \n",
       "L 221.502414 147.676775 \n",
       "L 223.079019 151.277625 \n",
       "L 224.824547 116.853593 \n",
       "L 226.513766 67.836098 \n",
       "L 229.948514 201.751416 \n",
       "L 231.694041 85.364736 \n",
       "L 233.439568 86.797042 \n",
       "L 235.128788 136.808552 \n",
       "L 236.874315 132.653099 \n",
       "L 238.563535 255.733937 \n",
       "L 240.309062 129.013927 \n",
       "L 242.054589 248.49185 \n",
       "L 243.687502 171.576124 \n",
       "L 245.433029 265.188448 \n",
       "L 247.122249 137.018182 \n",
       "L 250.556996 265.998342 \n",
       "L 252.302523 160.721992 \n",
       "L 254.04805 233.686715 \n",
       "L 255.73727 188.637831 \n",
       "L 257.482797 286.918125 \n",
       "L 259.172017 127.879357 \n",
       "L 260.917545 180.749721 \n",
       "L 262.663072 122.590299 \n",
       "L 264.239677 145.319342 \n",
       "L 265.985204 100.272033 \n",
       "L 267.674424 146.450233 \n",
       "L 269.419951 137.385785 \n",
       "L 271.109171 107.736246 \n",
       "L 272.854698 93.707021 \n",
       "L 274.600225 273.286876 \n",
       "L 276.289445 147.469936 \n",
       "L 278.034973 130.050825 \n",
       "L 279.724192 135.513694 \n",
       "L 281.46972 155.33524 \n",
       "L 283.215247 210.231906 \n",
       "L 284.791852 157.587495 \n",
       "L 286.537379 158.664543 \n",
       "L 288.226599 204.848287 \n",
       "L 289.972126 214.668239 \n",
       "L 291.661346 203.902967 \n",
       "L 293.406873 119.48248 \n",
       "L 295.152401 167.490456 \n",
       "L 296.84162 164.637251 \n",
       "L 298.587148 108.841915 \n",
       "L 300.276368 193.502144 \n",
       "L 302.021895 169.8051 \n",
       "L 303.767422 170.725625 \n",
       "L 305.344027 147.899528 \n",
       "L 307.089554 163.887881 \n",
       "L 308.778774 170.472231 \n",
       "L 310.524301 195.657111 \n",
       "L 312.213521 164.446544 \n",
       "L 315.704576 191.798778 \n",
       "L 317.393796 206.955339 \n",
       "L 319.139323 145.366205 \n",
       "L 320.828543 194.163843 \n",
       "L 322.57407 195.515158 \n",
       "L 324.319597 147.226363 \n",
       "L 325.95251 139.049359 \n",
       "L 327.698037 200.745684 \n",
       "L 329.387257 139.173948 \n",
       "L 331.132784 172.593479 \n",
       "L 332.822004 197.67346 \n",
       "L 334.567531 194.212812 \n",
       "L 336.313058 180.635765 \n",
       "L 338.002278 158.594791 \n",
       "L 339.747805 171.739412 \n",
       "L 341.437025 188.489077 \n",
       "L 343.182552 97.102227 \n",
       "L 344.928079 142.930156 \n",
       "L 346.504685 171.751551 \n",
       "L 348.250212 194.110311 \n",
       "L 349.939432 180.430831 \n",
       "L 351.684959 140.471739 \n",
       "L 353.374179 235.325957 \n",
       "L 355.119706 164.161896 \n",
       "L 356.865233 142.347606 \n",
       "L 358.554453 150.138618 \n",
       "L 360.29998 175.083034 \n",
       "L 361.9892 149.90397 \n",
       "L 363.734727 190.505955 \n",
       "L 365.480255 186.686884 \n",
       "L 367.05686 162.202394 \n",
       "L 368.802387 173.138999 \n",
       "L 370.491607 169.382937 \n",
       "L 372.237134 164.660404 \n",
       "L 373.926354 165.564845 \n",
       "L 375.671881 131.530372 \n",
       "L 377.417408 164.291373 \n",
       "L 379.106628 135.719071 \n",
       "L 380.852155 156.202137 \n",
       "L 382.541375 115.212671 \n",
       "L 384.286902 68.196172 \n",
       "L 386.03243 171.367107 \n",
       "L 387.609035 152.665202 \n",
       "L 389.354562 103.761705 \n",
       "L 391.043782 78.158921 \n",
       "L 392.789309 149.198672 \n",
       "L 394.478529 202.828794 \n",
       "L 396.224056 237.134427 \n",
       "L 397.969583 228.185486 \n",
       "L 399.658803 190.853482 \n",
       "L 401.40433 115.456064 \n",
       "L 403.09355 158.739402 \n",
       "L 404.839078 154.557974 \n",
       "L 406.584605 277.324278 \n",
       "L 408.217517 176.499668 \n",
       "L 409.963044 110.853315 \n",
       "L 411.652264 178.296243 \n",
       "L 413.397792 171.302582 \n",
       "L 416.832539 159.514929 \n",
       "L 418.578066 150.488547 \n",
       "L 420.267286 180.399097 \n",
       "L 422.012813 152.302482 \n",
       "L 423.702033 144.390361 \n",
       "L 425.44756 189.524712 \n",
       "L 427.193087 159.071231 \n",
       "L 428.769692 155.083216 \n",
       "L 430.51522 170.597921 \n",
       "L 432.204439 177.9173 \n",
       "L 433.949967 173.477995 \n",
       "L 435.639187 156.047629 \n",
       "L 437.384714 155.51205 \n",
       "L 439.130241 154.751392 \n",
       "L 440.819461 169.438011 \n",
       "L 442.564988 161.313567 \n",
       "L 444.254208 178.587974 \n",
       "L 445.999735 169.190618 \n",
       "L 447.745262 142.319759 \n",
       "L 449.321867 198.509897 \n",
       "L 451.067395 181.166055 \n",
       "L 452.756615 180.963477 \n",
       "L 454.502142 165.650363 \n",
       "L 456.191362 206.504729 \n",
       "L 457.936889 162.804094 \n",
       "L 459.682416 193.156636 \n",
       "L 461.371636 150.665592 \n",
       "L 463.117163 205.21602 \n",
       "L 464.806383 170.441436 \n",
       "L 466.55191 185.357539 \n",
       "L 468.297437 150.136268 \n",
       "L 469.874043 101.006387 \n",
       "L 471.61957 143.079869 \n",
       "L 475.054317 195.966981 \n",
       "L 476.743537 154.344203 \n",
       "L 478.489064 175.261336 \n",
       "L 480.234591 175.363939 \n",
       "L 481.923811 164.551908 \n",
       "L 483.669338 163.753152 \n",
       "L 485.358558 177.158783 \n",
       "L 487.104085 137.71469 \n",
       "L 488.849612 179.403767 \n",
       "L 490.482525 183.372969 \n",
       "L 492.228052 189.569 \n",
       "L 493.917272 148.41413 \n",
       "L 495.662799 169.036785 \n",
       "L 497.352019 145.281334 \n",
       "L 499.097546 114.983037 \n",
       "L 502.532293 193.041595 \n",
       "L 505.96704 142.63348 \n",
       "L 507.712568 156.128731 \n",
       "L 509.458095 166.335695 \n",
       "L 511.0347 164.11548 \n",
       "L 512.780227 176.991497 \n",
       "L 514.469447 167.033051 \n",
       "L 516.214974 144.057057 \n",
       "L 517.904194 170.978566 \n",
       "L 519.649721 193.847663 \n",
       "L 521.395249 146.851345 \n",
       "L 523.084469 164.420586 \n",
       "L 524.829996 170.553787 \n",
       "L 526.519216 165.471383 \n",
       "L 528.264743 157.42491 \n",
       "L 530.01027 204.732927 \n",
       "L 531.586875 153.208366 \n",
       "L 533.332402 197.093863 \n",
       "L 535.021622 198.251516 \n",
       "L 536.767149 145.596177 \n",
       "L 538.456369 135.505789 \n",
       "L 540.201897 188.427648 \n",
       "L 541.947424 175.329708 \n",
       "L 543.636644 194.589256 \n",
       "L 545.382171 188.673692 \n",
       "L 547.071391 124.607048 \n",
       "L 548.816918 177.26102 \n",
       "L 550.562445 141.66284 \n",
       "L 552.13905 164.171331 \n",
       "L 553.884577 168.724172 \n",
       "L 555.573797 160.27521 \n",
       "L 557.319325 185.01397 \n",
       "L 559.008544 168.106781 \n",
       "L 560.754072 154.282804 \n",
       "L 562.499599 192.89562 \n",
       "L 564.188819 169.187068 \n",
       "L 565.934346 181.995303 \n",
       "L 567.623566 165.981419 \n",
       "L 569.369093 176.471553 \n",
       "L 571.11462 198.045877 \n",
       "L 572.747533 128.403521 \n",
       "L 574.49306 163.557029 \n",
       "L 576.18228 157.600167 \n",
       "L 577.927807 170.536017 \n",
       "L 579.617027 186.44786 \n",
       "L 581.362554 172.401458 \n",
       "L 583.108081 183.624359 \n",
       "L 584.797301 83.57653 \n",
       "L 584.797301 83.57653 \n",
       "\" clip-path=\"url(#pc2c046d3f3)\" style=\"fill: none; stroke: #ff0000; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_15\">\n",
       "    <path d=\"M 77.524574 154.656201 \n",
       "L 79.157486 154.301251 \n",
       "L 80.903014 157.140853 \n",
       "L 82.592233 160.335406 \n",
       "L 84.337761 157.140853 \n",
       "L 86.026981 156.785903 \n",
       "L 89.518035 159.625506 \n",
       "L 91.207255 159.625506 \n",
       "L 92.952782 158.915605 \n",
       "L 94.642002 157.850754 \n",
       "L 96.387529 157.850754 \n",
       "L 98.133056 162.465109 \n",
       "L 99.709662 163.175009 \n",
       "L 101.455189 162.110158 \n",
       "L 103.144409 157.850754 \n",
       "L 106.579156 163.52996 \n",
       "L 108.324683 163.88491 \n",
       "L 110.07021 162.820059 \n",
       "L 111.75943 163.175009 \n",
       "L 113.504957 161.400257 \n",
       "L 115.194177 157.495804 \n",
       "L 116.939704 158.560655 \n",
       "L 118.685231 156.785903 \n",
       "L 120.261837 156.785903 \n",
       "L 122.007364 154.301251 \n",
       "L 123.696584 157.850754 \n",
       "L 125.442111 155.011151 \n",
       "L 127.131331 153.236399 \n",
       "L 128.876858 153.9463 \n",
       "L 130.622385 155.011151 \n",
       "L 132.311605 154.656201 \n",
       "L 134.057132 155.366102 \n",
       "L 135.746352 155.366102 \n",
       "L 137.491879 155.011151 \n",
       "L 139.237406 155.366102 \n",
       "L 140.814012 156.430953 \n",
       "L 142.559539 159.270555 \n",
       "L 144.248759 158.560655 \n",
       "L 145.994286 161.045307 \n",
       "L 147.683506 161.400257 \n",
       "L 149.429033 160.335406 \n",
       "L 151.17456 158.915605 \n",
       "L 152.86378 159.625506 \n",
       "L 154.609307 161.045307 \n",
       "L 156.298527 161.755208 \n",
       "L 158.044054 164.23986 \n",
       "L 159.789582 168.499264 \n",
       "L 161.422494 169.209165 \n",
       "L 163.168021 169.209165 \n",
       "L 164.857241 165.304711 \n",
       "L 166.602768 168.499264 \n",
       "L 168.291988 171.338867 \n",
       "L 171.783043 175.598271 \n",
       "L 173.472263 176.663123 \n",
       "L 175.21779 176.663123 \n",
       "L 176.90701 176.308172 \n",
       "L 178.652537 173.113619 \n",
       "L 180.398064 167.789364 \n",
       "L 181.974669 166.369562 \n",
       "L 183.720196 164.594811 \n",
       "L 185.409416 171.693818 \n",
       "L 187.154943 167.434413 \n",
       "L 188.844163 164.23986 \n",
       "L 190.589691 164.23986 \n",
       "L 192.335218 163.52996 \n",
       "L 194.024438 164.23986 \n",
       "L 195.769965 162.465109 \n",
       "L 197.459185 161.045307 \n",
       "L 199.204712 162.110158 \n",
       "L 200.950239 162.465109 \n",
       "L 204.272372 164.594811 \n",
       "L 205.961591 161.045307 \n",
       "L 207.707119 160.690357 \n",
       "L 209.396338 162.110158 \n",
       "L 211.141866 162.820059 \n",
       "L 212.887393 163.175009 \n",
       "L 214.576613 161.400257 \n",
       "L 216.32214 162.465109 \n",
       "L 218.01136 163.175009 \n",
       "L 219.756887 162.820059 \n",
       "L 221.502414 164.594811 \n",
       "L 223.079019 167.789364 \n",
       "L 224.824547 165.659662 \n",
       "L 226.513766 167.434413 \n",
       "L 228.259294 169.564116 \n",
       "L 229.948514 168.499264 \n",
       "L 231.694041 169.919066 \n",
       "L 233.439568 173.468569 \n",
       "L 235.128788 177.727974 \n",
       "L 236.874315 180.922527 \n",
       "L 238.563535 179.857676 \n",
       "L 240.309062 180.922527 \n",
       "L 242.054589 182.342328 \n",
       "L 243.687502 180.922527 \n",
       "L 245.433029 183.052229 \n",
       "L 247.122249 188.731434 \n",
       "L 248.867776 187.311633 \n",
       "L 250.556996 188.021534 \n",
       "L 252.302523 185.181931 \n",
       "L 254.04805 183.052229 \n",
       "L 255.73727 180.212626 \n",
       "L 257.482797 175.243321 \n",
       "L 259.172017 174.17847 \n",
       "L 260.917545 172.048768 \n",
       "L 262.663072 166.369562 \n",
       "L 264.239677 162.110158 \n",
       "L 265.985204 161.400257 \n",
       "L 267.674424 152.171548 \n",
       "L 269.419951 153.59135 \n",
       "L 271.109171 152.526499 \n",
       "L 272.854698 152.881449 \n",
       "L 274.600225 151.816598 \n",
       "L 276.289445 151.461648 \n",
       "L 278.034973 153.59135 \n",
       "L 279.724192 155.011151 \n",
       "L 281.46972 156.076002 \n",
       "L 283.215247 159.980456 \n",
       "L 284.791852 164.594811 \n",
       "L 286.537379 163.282914 \n",
       "L 288.226599 167.417731 \n",
       "L 289.972126 166.265562 \n",
       "L 291.661346 167.837637 \n",
       "L 293.406873 168.716849 \n",
       "L 295.152401 168.321434 \n",
       "L 296.84162 169.579023 \n",
       "L 298.587148 170.200896 \n",
       "L 300.276368 170.648844 \n",
       "L 303.767422 176.021372 \n",
       "L 305.344027 174.128422 \n",
       "L 307.089554 175.243321 \n",
       "L 308.778774 175.243321 \n",
       "L 310.524301 177.018073 \n",
       "L 312.213521 176.663123 \n",
       "L 313.959048 177.373023 \n",
       "L 315.704576 180.567576 \n",
       "L 317.393796 180.922527 \n",
       "L 319.139323 179.857676 \n",
       "L 320.828543 179.502725 \n",
       "L 322.57407 177.373023 \n",
       "L 324.319597 172.758669 \n",
       "L 325.95251 172.403718 \n",
       "L 327.698037 173.82352 \n",
       "L 329.387257 169.209165 \n",
       "L 331.132784 170.577854 \n",
       "L 332.822004 169.795898 \n",
       "L 334.567531 168.502104 \n",
       "L 336.313058 165.483606 \n",
       "L 338.002278 164.165321 \n",
       "L 339.747805 165.109489 \n",
       "L 341.437025 164.639534 \n",
       "L 343.182552 163.88491 \n",
       "L 344.928079 165.080738 \n",
       "L 346.504685 166.804732 \n",
       "L 348.250212 164.949761 \n",
       "L 349.939432 169.279445 \n",
       "L 351.684959 165.196806 \n",
       "L 353.374179 166.320224 \n",
       "L 355.119706 165.297967 \n",
       "L 356.865233 167.322249 \n",
       "L 358.554453 167.342481 \n",
       "L 360.29998 166.96091 \n",
       "L 361.9892 168.683484 \n",
       "L 363.734727 169.229752 \n",
       "L 365.480255 168.563156 \n",
       "L 367.05686 166.719898 \n",
       "L 368.802387 166.675175 \n",
       "L 370.491607 164.77619 \n",
       "L 372.237134 166.31561 \n",
       "L 373.926354 164.24483 \n",
       "L 375.671881 166.643939 \n",
       "L 377.417408 166.142749 \n",
       "L 379.106628 165.962079 \n",
       "L 380.852155 164.917461 \n",
       "L 382.541375 163.627571 \n",
       "L 384.286902 163.533864 \n",
       "L 386.03243 162.959554 \n",
       "L 387.609035 163.194886 \n",
       "L 389.354562 160.561865 \n",
       "L 391.043782 162.930448 \n",
       "L 392.789309 162.734161 \n",
       "L 394.478529 163.20731 \n",
       "L 396.224056 162.219483 \n",
       "L 397.969583 162.787758 \n",
       "L 399.658803 163.697851 \n",
       "L 401.40433 164.791453 \n",
       "L 403.09355 163.514342 \n",
       "L 404.839078 162.349395 \n",
       "L 406.584605 163.123896 \n",
       "L 408.217517 163.661291 \n",
       "L 409.963044 164.068774 \n",
       "L 411.652264 165.958885 \n",
       "L 415.087011 166.113643 \n",
       "L 416.832539 165.088192 \n",
       "L 418.578066 164.522046 \n",
       "L 420.267286 164.115983 \n",
       "L 422.012813 162.606379 \n",
       "L 423.702033 164.666511 \n",
       "L 427.193087 165.845301 \n",
       "L 428.769692 165.221298 \n",
       "L 430.51522 166.898793 \n",
       "L 432.204439 160.697456 \n",
       "L 433.949967 161.106004 \n",
       "L 435.639187 161.988765 \n",
       "L 437.384714 163.235706 \n",
       "L 439.130241 163.160101 \n",
       "L 440.819461 162.843841 \n",
       "L 442.564988 164.123437 \n",
       "L 444.254208 163.643544 \n",
       "L 445.999735 164.482646 \n",
       "L 447.745262 164.007723 \n",
       "L 449.321867 164.410946 \n",
       "L 451.067395 163.061425 \n",
       "L 452.756615 168.158157 \n",
       "L 454.502142 165.151018 \n",
       "L 456.191362 164.248024 \n",
       "L 457.936889 164.06416 \n",
       "L 459.682416 164.430114 \n",
       "L 464.806383 166.626546 \n",
       "L 466.55191 166.877851 \n",
       "L 469.874043 164.455315 \n",
       "L 471.61957 164.02831 \n",
       "L 473.30879 163.128156 \n",
       "L 475.054317 165.930844 \n",
       "L 476.743537 166.866138 \n",
       "L 478.489064 167.586332 \n",
       "L 480.234591 167.368393 \n",
       "L 481.923811 167.727602 \n",
       "L 483.669338 167.943767 \n",
       "L 485.358558 168.580903 \n",
       "L 488.849612 173.782345 \n",
       "L 490.482525 173.664502 \n",
       "L 492.228052 176.963411 \n",
       "L 493.917272 176.218725 \n",
       "L 495.662799 173.007489 \n",
       "L 497.352019 169.53572 \n",
       "L 499.097546 166.503379 \n",
       "L 500.843074 166.665591 \n",
       "L 502.532293 167.41986 \n",
       "L 504.277821 166.282955 \n",
       "L 505.96704 163.88491 \n",
       "L 507.712568 159.625506 \n",
       "L 509.458095 156.076002 \n",
       "L 511.0347 158.560655 \n",
       "L 512.780227 156.785903 \n",
       "L 514.469447 157.140853 \n",
       "L 516.214974 159.270555 \n",
       "L 517.904194 161.045307 \n",
       "L 519.649721 162.465109 \n",
       "L 521.395249 161.755208 \n",
       "L 523.084469 161.400257 \n",
       "L 524.829996 160.690357 \n",
       "L 526.519216 160.335406 \n",
       "L 530.01027 166.014612 \n",
       "L 531.586875 163.175009 \n",
       "L 533.332402 161.045307 \n",
       "L 535.021622 161.045307 \n",
       "L 536.767149 163.175009 \n",
       "L 538.456369 165.412616 \n",
       "L 540.201897 165.304711 \n",
       "L 541.947424 166.724513 \n",
       "L 543.636644 167.434413 \n",
       "L 545.382171 166.724513 \n",
       "L 547.071391 167.789364 \n",
       "L 548.816918 165.304711 \n",
       "L 550.562445 163.52996 \n",
       "L 552.13905 164.23986 \n",
       "L 553.884577 165.304711 \n",
       "L 555.573797 161.400257 \n",
       "L 557.319325 160.335406 \n",
       "L 559.008544 158.205704 \n",
       "L 560.754072 158.560655 \n",
       "L 562.499599 157.850754 \n",
       "L 564.188819 156.785903 \n",
       "L 565.934346 158.205704 \n",
       "L 567.623566 157.850754 \n",
       "L 569.369093 157.140853 \n",
       "L 571.11462 156.076002 \n",
       "L 572.747533 156.785903 \n",
       "L 574.49306 155.011151 \n",
       "L 576.18228 160.335406 \n",
       "L 577.927807 158.205704 \n",
       "L 579.617027 158.915605 \n",
       "L 581.362554 158.915605 \n",
       "L 583.108081 158.560655 \n",
       "L 584.797301 159.625506 \n",
       "L 584.797301 159.625506 \n",
       "\" clip-path=\"url(#pc2c046d3f3)\" style=\"fill: none; stroke: #0000ff; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 52.160938 299.518125 \n",
       "L 52.160938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 610.160938 299.518125 \n",
       "L 610.160938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 52.160938 299.518125 \n",
       "L 610.160938 299.518125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 52.160938 22.318125 \n",
       "L 610.160938 22.318125 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-width: 0.8; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"text_16\">\n",
       "    <!-- China's Stock Market -->\n",
       "    <g transform=\"translate(268.206875 16.318125) scale(0.12 -0.12)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-43\" d=\"M 4122 4306 \n",
       "L 4122 3641 \n",
       "Q 3803 3938 3442 4084 \n",
       "Q 3081 4231 2675 4231 \n",
       "Q 1875 4231 1450 3742 \n",
       "Q 1025 3253 1025 2328 \n",
       "Q 1025 1406 1450 917 \n",
       "Q 1875 428 2675 428 \n",
       "Q 3081 428 3442 575 \n",
       "Q 3803 722 4122 1019 \n",
       "L 4122 359 \n",
       "Q 3791 134 3420 21 \n",
       "Q 3050 -91 2638 -91 \n",
       "Q 1578 -91 968 557 \n",
       "Q 359 1206 359 2328 \n",
       "Q 359 3453 968 4101 \n",
       "Q 1578 4750 2638 4750 \n",
       "Q 3056 4750 3426 4639 \n",
       "Q 3797 4528 4122 4306 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-27\" d=\"M 1147 4666 \n",
       "L 1147 2931 \n",
       "L 616 2931 \n",
       "L 616 4666 \n",
       "L 1147 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-53\" d=\"M 3425 4513 \n",
       "L 3425 3897 \n",
       "Q 3066 4069 2747 4153 \n",
       "Q 2428 4238 2131 4238 \n",
       "Q 1616 4238 1336 4038 \n",
       "Q 1056 3838 1056 3469 \n",
       "Q 1056 3159 1242 3001 \n",
       "Q 1428 2844 1947 2747 \n",
       "L 2328 2669 \n",
       "Q 3034 2534 3370 2195 \n",
       "Q 3706 1856 3706 1288 \n",
       "Q 3706 609 3251 259 \n",
       "Q 2797 -91 1919 -91 \n",
       "Q 1588 -91 1214 -16 \n",
       "Q 841 59 441 206 \n",
       "L 441 856 \n",
       "Q 825 641 1194 531 \n",
       "Q 1563 422 1919 422 \n",
       "Q 2459 422 2753 634 \n",
       "Q 3047 847 3047 1241 \n",
       "Q 3047 1584 2836 1778 \n",
       "Q 2625 1972 2144 2069 \n",
       "L 1759 2144 \n",
       "Q 1053 2284 737 2584 \n",
       "Q 422 2884 422 3419 \n",
       "Q 422 4038 858 4394 \n",
       "Q 1294 4750 2059 4750 \n",
       "Q 2388 4750 2728 4690 \n",
       "Q 3069 4631 3425 4513 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6b\" d=\"M 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 1991 \n",
       "L 2875 3500 \n",
       "L 3609 3500 \n",
       "L 1753 1863 \n",
       "L 3688 0 \n",
       "L 2938 0 \n",
       "L 1159 1709 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-43\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"69.824219\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"133.203125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"160.986328\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"224.365234\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-27\" x=\"285.644531\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"313.134766\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"365.234375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-53\" x=\"397.021484\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"460.498047\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"499.707031\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"560.888672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"615.869141\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"673.779297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-4d\" x=\"705.566406\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"791.845703\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"853.125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"894.238281\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"948.523438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1010.046875\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_7\">\n",
       "     <path d=\"M 506.653125 59.674375 \n",
       "L 603.160938 59.674375 \n",
       "Q 605.160938 59.674375 605.160938 57.674375 \n",
       "L 605.160938 29.318125 \n",
       "Q 605.160938 27.318125 603.160938 27.318125 \n",
       "L 506.653125 27.318125 \n",
       "Q 504.653125 27.318125 504.653125 29.318125 \n",
       "L 504.653125 57.674375 \n",
       "Q 504.653125 59.674375 506.653125 59.674375 \n",
       "z\n",
       "\" style=\"fill: #ffffff; opacity: 0.8; stroke: #cccccc; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_16\">\n",
       "     <path d=\"M 508.653125 35.416562 \n",
       "L 518.653125 35.416562 \n",
       "L 528.653125 35.416562 \n",
       "\" style=\"fill: none; stroke: #ff0000; stroke-linecap: square\"/>\n",
       "    </g>\n",
       "    <g id=\"text_17\">\n",
       "     <!-- ret -->\n",
       "     <g transform=\"translate(536.653125 38.916562) scale(0.1 -0.1)\">\n",
       "      <use xlink:href=\"#DejaVuSans-72\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"38.863281\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"100.386719\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_17\">\n",
       "     <path d=\"M 508.653125 50.094688 \n",
       "L 518.653125 50.094688 \n",
       "L 528.653125 50.094688 \n",
       "\" style=\"fill: none; stroke: #0000ff; stroke-linecap: square\"/>\n",
       "    </g>\n",
       "    <g id=\"text_18\">\n",
       "     <!-- Fitted Return -->\n",
       "     <g transform=\"translate(536.653125 53.594688) scale(0.1 -0.1)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-46\" d=\"M 628 4666 \n",
       "L 3309 4666 \n",
       "L 3309 4134 \n",
       "L 1259 4134 \n",
       "L 1259 2759 \n",
       "L 3109 2759 \n",
       "L 3109 2228 \n",
       "L 1259 2228 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \n",
       "L 2906 4863 \n",
       "L 3481 4863 \n",
       "L 3481 0 \n",
       "L 2906 0 \n",
       "L 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "z\n",
       "M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-46\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-69\" x=\"50.269531\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"78.052734\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"117.261719\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"156.470703\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-64\" x=\"217.994141\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"281.470703\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"313.257812\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"378.240234\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"439.763672\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"478.972656\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"542.351562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"581.714844\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"pc2c046d3f3\">\n",
       "   <rect x=\"52.160938\" y=\"22.318125\" width=\"558\" height=\"277.2\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 预期收益率 \n",
    "data = reg_data['2000-01':'2024-09'].copy()\n",
    "data['fitted_return'] =  model_cpi.fittedvalues\n",
    "\n",
    "fig = plt.figure(figsize=(10, 5))\n",
    "plt.plot('Raw_return',\n",
    "         '-r',\n",
    "         label='ret',\n",
    "         linewidth=1,\n",
    "         data=data)\n",
    "plt.plot('fitted_return',\n",
    "         '-b',\n",
    "         label='Fitted Return',\n",
    "         linewidth=1,\n",
    "         data=data)\n",
    "plt.title(\"China's Stock Market\")\n",
    "plt.xlabel('Month')  # 画图的x轴名称\n",
    "plt.ylabel('Return')  # 画图的y轴名称\n",
    "\n",
    "# 设置x轴的日期显示格式\n",
    "data_format = mdates.DateFormatter('%Y')\n",
    "ax1.xaxis.set_major_formatter(data_format)\n",
    "ax1.xaxis.set_major_locator(mdates.YearLocator())\n",
    "\n",
    "# 转置x轴的日期显示格式\n",
    "plt.xticks(rotation = 90)\n",
    "plt.legend()\n",
    "fig.savefig('images/fitted_return.pdf', bbox_inches='tight')  # 更改输出图片格式 jpg\n",
    "plt.show();\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Raw_return</th>\n",
       "      <th>cpi</th>\n",
       "      <th>lag_cpi</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-03-31</th>\n",
       "      <td>-0.001466</td>\n",
       "      <td>6.780000e+01</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-06-30</th>\n",
       "      <td>-0.025258</td>\n",
       "      <td>5.920000e+01</td>\n",
       "      <td>6.780000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-09-30</th>\n",
       "      <td>0.145660</td>\n",
       "      <td>4.440000e+01</td>\n",
       "      <td>5.920000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-12-31</th>\n",
       "      <td>-0.231358</td>\n",
       "      <td>3.340000e+01</td>\n",
       "      <td>4.440000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996-03-31</th>\n",
       "      <td>0.001981</td>\n",
       "      <td>2.810000e+01</td>\n",
       "      <td>3.340000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-09-30</th>\n",
       "      <td>-0.028603</td>\n",
       "      <td>-2.000000e-01</td>\n",
       "      <td>3.000000e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-12-31</th>\n",
       "      <td>-0.043575</td>\n",
       "      <td>-1.000000e+00</td>\n",
       "      <td>-2.000000e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-03-31</th>\n",
       "      <td>0.022263</td>\n",
       "      <td>-8.326673e-17</td>\n",
       "      <td>-1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-30</th>\n",
       "      <td>-0.024255</td>\n",
       "      <td>8.000000e-01</td>\n",
       "      <td>-8.326673e-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>0.124383</td>\n",
       "      <td>1.500000e+00</td>\n",
       "      <td>8.000000e-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>119 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Raw_return           cpi       lag_cpi\n",
       "Day                                               \n",
       "1995-03-31   -0.001466  6.780000e+01           NaN\n",
       "1995-06-30   -0.025258  5.920000e+01  6.780000e+01\n",
       "1995-09-30    0.145660  4.440000e+01  5.920000e+01\n",
       "1995-12-31   -0.231358  3.340000e+01  4.440000e+01\n",
       "1996-03-31    0.001981  2.810000e+01  3.340000e+01\n",
       "...                ...           ...           ...\n",
       "2023-09-30   -0.028603 -2.000000e-01  3.000000e-01\n",
       "2023-12-31   -0.043575 -1.000000e+00 -2.000000e-01\n",
       "2024-03-31    0.022263 -8.326673e-17 -1.000000e+00\n",
       "2024-06-30   -0.024255  8.000000e-01 -8.326673e-17\n",
       "2024-09-30    0.124383  1.500000e+00  8.000000e-01\n",
       "\n",
       "[119 rows x 3 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#季度结果\n",
    "Q_reg_data = reg_data['1995-01':'2024-09'].resample('QE').apply({\n",
    "    'Raw_return':\n",
    "    lambda x: (1 + x).prod() - 1,\n",
    "    'cpi':\n",
    "    lambda x: sum(x)\n",
    "})\n",
    "Q_reg_data['lag_cpi'] = Q_reg_data['cpi'].shift(1)\n",
    "Q_reg_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"947.0925pt\" height=\"369.4955pt\" viewBox=\"0 0 947.0925 369.4955\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2024-10-22T20:36:07.131490</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.8.4, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 369.4955 \n",
       "L 947.0925 369.4955 \n",
       "L 947.0925 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill: #bfbfbf\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 56.953125 311.14175 \n",
       "L 893.953125 311.14175 \n",
       "L 893.953125 23.14175 \n",
       "L 56.953125 23.14175 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_1\">\n",
       "    <path d=\"M 56.953125 196.364057 \n",
       "L 64.021332 203.216096 \n",
       "L 71.167212 153.991799 \n",
       "L 78.313092 262.57287 \n",
       "L 85.381299 195.371237 \n",
       "L 92.449506 67.643829 \n",
       "L 99.595386 170.416553 \n",
       "L 106.741265 182.29388 \n",
       "L 113.7318 96.196052 \n",
       "L 120.800007 192.291072 \n",
       "L 127.945887 231.159999 \n",
       "L 135.091766 170.558237 \n",
       "L 142.082301 184.142939 \n",
       "L 149.150508 173.657442 \n",
       "L 156.296388 216.651427 \n",
       "L 163.442268 218.232843 \n",
       "L 170.432802 193.091135 \n",
       "L 177.501009 63.790772 \n",
       "L 184.646889 216.181855 \n",
       "L 191.792769 233.368732 \n",
       "L 198.860976 104.554257 \n",
       "L 205.929183 175.481851 \n",
       "L 213.075063 198.622925 \n",
       "L 220.220942 171.317551 \n",
       "L 227.211477 190.483101 \n",
       "L 234.279684 181.594776 \n",
       "L 241.425564 254.782289 \n",
       "L 248.571443 215.344426 \n",
       "L 255.561978 203.302856 \n",
       "L 262.630185 172.80335 \n",
       "L 269.776065 221.062551 \n",
       "L 276.921945 236.724846 \n",
       "L 283.912479 163.500517 \n",
       "L 290.980686 200.624243 \n",
       "L 298.126566 218.977564 \n",
       "L 305.272446 168.581792 \n",
       "L 312.340653 148.88954 \n",
       "L 319.40886 252.57206 \n",
       "L 326.55474 196.448111 \n",
       "L 333.700619 222.789033 \n",
       "L 340.691154 215.329733 \n",
       "L 347.759361 220.396052 \n",
       "L 354.905241 176.047066 \n",
       "L 362.051121 194.583506 \n",
       "L 369.041655 161.899478 \n",
       "L 376.109862 112.997839 \n",
       "L 383.255742 182.127408 \n",
       "L 390.401622 44.243869 \n",
       "L 397.392156 141.203375 \n",
       "L 404.460363 138.348624 \n",
       "L 411.606243 65.415721 \n",
       "L 418.752123 211.022549 \n",
       "L 425.82033 293.857349 \n",
       "L 432.888537 257.030548 \n",
       "L 440.034417 242.500048 \n",
       "L 447.180296 255.326416 \n",
       "L 454.170831 108.567889 \n",
       "L 461.239038 124.809739 \n",
       "L 468.384918 213.452239 \n",
       "L 475.530798 144.369852 \n",
       "L 482.521332 210.70848 \n",
       "L 489.589539 261.778314 \n",
       "L 496.735419 165.045967 \n",
       "L 503.881299 179.412164 \n",
       "L 510.871833 183.631331 \n",
       "L 517.94004 212.271956 \n",
       "L 525.08592 237.947659 \n",
       "L 532.2318 215.449214 \n",
       "L 539.300007 187.643853 \n",
       "L 546.368214 200.6968 \n",
       "L 553.514094 213.963831 \n",
       "L 560.659974 170.683751 \n",
       "L 567.650508 200.067948 \n",
       "L 574.718715 229.087336 \n",
       "L 581.864595 167.501312 \n",
       "L 589.010475 203.713006 \n",
       "L 596.001009 207.193728 \n",
       "L 603.069216 193.814303 \n",
       "L 610.215096 151.576086 \n",
       "L 617.360976 89.847388 \n",
       "L 624.35151 150.247165 \n",
       "L 631.419717 155.267196 \n",
       "L 638.565597 278.387526 \n",
       "L 645.711477 150.054657 \n",
       "L 652.779684 239.498416 \n",
       "L 659.847891 203.066201 \n",
       "L 666.993771 188.559907 \n",
       "L 674.139651 186.458367 \n",
       "L 681.130185 184.911295 \n",
       "L 688.198392 198.63004 \n",
       "L 695.344272 181.822449 \n",
       "L 702.490152 199.53386 \n",
       "L 709.480686 207.982788 \n",
       "L 716.548893 225.158904 \n",
       "L 723.694773 198.578579 \n",
       "L 730.840653 229.36745 \n",
       "L 737.831187 127.015297 \n",
       "L 744.899394 206.366836 \n",
       "L 752.045274 203.066146 \n",
       "L 759.191154 181.574414 \n",
       "L 766.259361 224.251508 \n",
       "L 773.327568 171.399496 \n",
       "L 780.473448 173.422195 \n",
       "L 787.619328 173.118686 \n",
       "L 794.609862 198.525654 \n",
       "L 801.678069 183.449988 \n",
       "L 808.823949 197.788665 \n",
       "L 815.969829 190.161846 \n",
       "L 822.960363 226.609274 \n",
       "L 830.02857 182.975463 \n",
       "L 837.17445 227.653734 \n",
       "L 844.32033 189.7647 \n",
       "L 851.310864 178.825192 \n",
       "L 858.379072 202.171712 \n",
       "L 865.524951 204.179271 \n",
       "L 872.670831 208.491492 \n",
       "L 879.739038 189.529897 \n",
       "L 886.807245 202.927247 \n",
       "L 893.953125 160.119471 \n",
       "\" clip-path=\"url(#p03840ea636)\" style=\"fill: none; stroke: #0000ff; stroke-opacity: 0.4; stroke-linecap: square\"/>\n",
       "    <defs>\n",
       "     <path id=\"md7aa787a07\" d=\"M 0 1.5 \n",
       "C 0.397805 1.5 0.77937 1.341951 1.06066 1.06066 \n",
       "C 1.341951 0.77937 1.5 0.397805 1.5 0 \n",
       "C 1.5 -0.397805 1.341951 -0.77937 1.06066 -1.06066 \n",
       "C 0.77937 -1.341951 0.397805 -1.5 0 -1.5 \n",
       "C -0.397805 -1.5 -0.77937 -1.341951 -1.06066 -1.06066 \n",
       "C -1.341951 -0.77937 -1.5 -0.397805 -1.5 0 \n",
       "C -1.5 0.397805 -1.341951 0.77937 -1.06066 1.06066 \n",
       "C -0.77937 1.341951 -0.397805 1.5 0 1.5 \n",
       "z\n",
       "\" style=\"stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#p03840ea636)\">\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"56.953125\" y=\"196.364057\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"64.021332\" y=\"203.216096\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"71.167212\" y=\"153.991799\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"78.313092\" y=\"262.57287\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"85.381299\" y=\"195.371237\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"92.449506\" y=\"67.643829\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"99.595386\" y=\"170.416553\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"106.741265\" y=\"182.29388\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"113.7318\" y=\"96.196052\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"120.800007\" y=\"192.291072\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"127.945887\" y=\"231.159999\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"135.091766\" y=\"170.558237\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"142.082301\" y=\"184.142939\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"149.150508\" y=\"173.657442\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"156.296388\" y=\"216.651427\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"163.442268\" y=\"218.232843\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"170.432802\" y=\"193.091135\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"177.501009\" y=\"63.790772\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"184.646889\" y=\"216.181855\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"191.792769\" y=\"233.368732\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"198.860976\" y=\"104.554257\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"205.929183\" y=\"175.481851\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"213.075063\" y=\"198.622925\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"220.220942\" y=\"171.317551\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"227.211477\" y=\"190.483101\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"234.279684\" y=\"181.594776\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"241.425564\" y=\"254.782289\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"248.571443\" y=\"215.344426\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"255.561978\" y=\"203.302856\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"262.630185\" y=\"172.80335\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"269.776065\" y=\"221.062551\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"276.921945\" y=\"236.724846\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"283.912479\" y=\"163.500517\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"290.980686\" y=\"200.624243\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"298.126566\" y=\"218.977564\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"305.272446\" y=\"168.581792\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"312.340653\" y=\"148.88954\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"319.40886\" y=\"252.57206\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"326.55474\" y=\"196.448111\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"333.700619\" y=\"222.789033\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"340.691154\" y=\"215.329733\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"347.759361\" y=\"220.396052\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"354.905241\" y=\"176.047066\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"362.051121\" y=\"194.583506\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"369.041655\" y=\"161.899478\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"376.109862\" y=\"112.997839\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"383.255742\" y=\"182.127408\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"390.401622\" y=\"44.243869\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"397.392156\" y=\"141.203375\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"404.460363\" y=\"138.348624\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"411.606243\" y=\"65.415721\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"418.752123\" y=\"211.022549\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"425.82033\" y=\"293.857349\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"432.888537\" y=\"257.030548\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"440.034417\" y=\"242.500048\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"447.180296\" y=\"255.326416\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"454.170831\" y=\"108.567889\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"461.239038\" y=\"124.809739\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"468.384918\" y=\"213.452239\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"475.530798\" y=\"144.369852\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"482.521332\" y=\"210.70848\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"489.589539\" y=\"261.778314\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"496.735419\" y=\"165.045967\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"503.881299\" y=\"179.412164\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"510.871833\" y=\"183.631331\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"517.94004\" y=\"212.271956\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"525.08592\" y=\"237.947659\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"532.2318\" y=\"215.449214\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"539.300007\" y=\"187.643853\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"546.368214\" y=\"200.6968\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"553.514094\" y=\"213.963831\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"560.659974\" y=\"170.683751\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"567.650508\" y=\"200.067948\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"574.718715\" y=\"229.087336\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"581.864595\" y=\"167.501312\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"589.010475\" y=\"203.713006\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"596.001009\" y=\"207.193728\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"603.069216\" y=\"193.814303\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"610.215096\" y=\"151.576086\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"617.360976\" y=\"89.847388\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"624.35151\" y=\"150.247165\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"631.419717\" y=\"155.267196\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"638.565597\" y=\"278.387526\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"645.711477\" y=\"150.054657\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"652.779684\" y=\"239.498416\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"659.847891\" y=\"203.066201\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"666.993771\" y=\"188.559907\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"674.139651\" y=\"186.458367\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"681.130185\" y=\"184.911295\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"688.198392\" y=\"198.63004\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"695.344272\" y=\"181.822449\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"702.490152\" y=\"199.53386\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"709.480686\" y=\"207.982788\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"716.548893\" y=\"225.158904\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"723.694773\" y=\"198.578579\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"730.840653\" y=\"229.36745\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"737.831187\" y=\"127.015297\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"744.899394\" y=\"206.366836\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"752.045274\" y=\"203.066146\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"759.191154\" y=\"181.574414\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"766.259361\" y=\"224.251508\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"773.327568\" y=\"171.399496\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"780.473448\" y=\"173.422195\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"787.619328\" y=\"173.118686\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"794.609862\" y=\"198.525654\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"801.678069\" y=\"183.449988\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"808.823949\" y=\"197.788665\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"815.969829\" y=\"190.161846\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"822.960363\" y=\"226.609274\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"830.02857\" y=\"182.975463\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"837.17445\" y=\"227.653734\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"844.32033\" y=\"189.7647\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"851.310864\" y=\"178.825192\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"858.379072\" y=\"202.171712\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"865.524951\" y=\"204.179271\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"872.670831\" y=\"208.491492\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"879.739038\" y=\"189.529897\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"886.807245\" y=\"202.927247\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#md7aa787a07\" x=\"893.953125\" y=\"160.119471\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 56.953125 311.14175 \n",
       "L 56.953125 23.14175 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 893.953125 311.14175 \n",
       "L 893.953125 23.14175 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 56.953125 311.14175 \n",
       "L 893.953125 311.14175 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 56.953125 23.14175 \n",
       "L 893.953125 23.14175 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_2\">\n",
       "      <defs>\n",
       "       <path id=\"m4124cd22ef\" d=\"M 0 0 \n",
       "L 0 -4 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"78.390764\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_3\">\n",
       "      <defs>\n",
       "       <path id=\"m202d8dc809\" d=\"M 0 0 \n",
       "L 0 4 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"78.390764\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 1996 -->\n",
       "      <g transform=\"translate(81.702014 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-39\" d=\"M 703 97 \n",
       "L 703 672 \n",
       "Q 941 559 1184 500 \n",
       "Q 1428 441 1663 441 \n",
       "Q 2288 441 2617 861 \n",
       "Q 2947 1281 2994 2138 \n",
       "Q 2813 1869 2534 1725 \n",
       "Q 2256 1581 1919 1581 \n",
       "Q 1219 1581 811 2004 \n",
       "Q 403 2428 403 3163 \n",
       "Q 403 3881 828 4315 \n",
       "Q 1253 4750 1959 4750 \n",
       "Q 2769 4750 3195 4129 \n",
       "Q 3622 3509 3622 2328 \n",
       "Q 3622 1225 3098 567 \n",
       "Q 2575 -91 1691 -91 \n",
       "Q 1453 -91 1209 -44 \n",
       "Q 966 3 703 97 \n",
       "z\n",
       "M 1959 2075 \n",
       "Q 2384 2075 2632 2365 \n",
       "Q 2881 2656 2881 3163 \n",
       "Q 2881 3666 2632 3958 \n",
       "Q 2384 4250 1959 4250 \n",
       "Q 1534 4250 1286 3958 \n",
       "Q 1038 3666 1038 3163 \n",
       "Q 1038 2656 1286 2365 \n",
       "Q 1534 2075 1959 2075 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_4\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"106.818938\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"106.818938\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 1997 -->\n",
       "      <g transform=\"translate(110.130188 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-37\" d=\"M 525 4666 \n",
       "L 3525 4666 \n",
       "L 3525 4397 \n",
       "L 1831 0 \n",
       "L 1172 0 \n",
       "L 2766 4134 \n",
       "L 525 4134 \n",
       "L 525 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"135.169439\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"135.169439\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 1998 -->\n",
       "      <g transform=\"translate(138.480689 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"163.51994\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"163.51994\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 1999 -->\n",
       "      <g transform=\"translate(166.83119 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"191.870441\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"191.870441\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 2000 -->\n",
       "      <g transform=\"translate(195.181691 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"220.298615\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"220.298615\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 2001 -->\n",
       "      <g transform=\"translate(223.609865 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_7\">\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"248.649116\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_15\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"248.649116\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_7\">\n",
       "      <!-- 2002 -->\n",
       "      <g transform=\"translate(251.960366 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_8\">\n",
       "     <g id=\"line2d_16\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"276.999617\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_17\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"276.999617\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- 2003 -->\n",
       "      <g transform=\"translate(280.310867 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-33\" d=\"M 2597 2516 \n",
       "Q 3050 2419 3304 2112 \n",
       "Q 3559 1806 3559 1356 \n",
       "Q 3559 666 3084 287 \n",
       "Q 2609 -91 1734 -91 \n",
       "Q 1441 -91 1130 -33 \n",
       "Q 819 25 488 141 \n",
       "L 488 750 \n",
       "Q 750 597 1062 519 \n",
       "Q 1375 441 1716 441 \n",
       "Q 2309 441 2620 675 \n",
       "Q 2931 909 2931 1356 \n",
       "Q 2931 1769 2642 2001 \n",
       "Q 2353 2234 1838 2234 \n",
       "L 1294 2234 \n",
       "L 1294 2753 \n",
       "L 1863 2753 \n",
       "Q 2328 2753 2575 2939 \n",
       "Q 2822 3125 2822 3475 \n",
       "Q 2822 3834 2567 4026 \n",
       "Q 2313 4219 1838 4219 \n",
       "Q 1578 4219 1281 4162 \n",
       "Q 984 4106 628 3988 \n",
       "L 628 4550 \n",
       "Q 988 4650 1302 4700 \n",
       "Q 1616 4750 1894 4750 \n",
       "Q 2613 4750 3031 4423 \n",
       "Q 3450 4097 3450 3541 \n",
       "Q 3450 3153 3228 2886 \n",
       "Q 3006 2619 2597 2516 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_9\">\n",
       "     <g id=\"line2d_18\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"305.350118\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_19\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"305.350118\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- 2004 -->\n",
       "      <g transform=\"translate(308.661368 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_10\">\n",
       "     <g id=\"line2d_20\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"333.778292\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_21\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"333.778292\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 2005 -->\n",
       "      <g transform=\"translate(337.089542 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-35\" d=\"M 691 4666 \n",
       "L 3169 4666 \n",
       "L 3169 4134 \n",
       "L 1269 4134 \n",
       "L 1269 2991 \n",
       "Q 1406 3038 1543 3061 \n",
       "Q 1681 3084 1819 3084 \n",
       "Q 2600 3084 3056 2656 \n",
       "Q 3513 2228 3513 1497 \n",
       "Q 3513 744 3044 326 \n",
       "Q 2575 -91 1722 -91 \n",
       "Q 1428 -91 1123 -41 \n",
       "Q 819 9 494 109 \n",
       "L 494 744 \n",
       "Q 775 591 1075 516 \n",
       "Q 1375 441 1709 441 \n",
       "Q 2250 441 2565 725 \n",
       "Q 2881 1009 2881 1497 \n",
       "Q 2881 1984 2565 2268 \n",
       "Q 2250 2553 1709 2553 \n",
       "Q 1456 2553 1204 2497 \n",
       "Q 953 2441 691 2322 \n",
       "L 691 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_11\">\n",
       "     <g id=\"line2d_22\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"362.128793\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_23\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"362.128793\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 2006 -->\n",
       "      <g transform=\"translate(365.440043 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_12\">\n",
       "     <g id=\"line2d_24\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"390.479294\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_25\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"390.479294\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 2007 -->\n",
       "      <g transform=\"translate(393.790544 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_13\">\n",
       "     <g id=\"line2d_26\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"418.829795\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_27\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"418.829795\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 2008 -->\n",
       "      <g transform=\"translate(422.141045 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_14\">\n",
       "     <g id=\"line2d_28\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"447.257969\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_29\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"447.257969\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_14\">\n",
       "      <!-- 2009 -->\n",
       "      <g transform=\"translate(450.569219 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_15\">\n",
       "     <g id=\"line2d_30\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"475.60847\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_31\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"475.60847\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_15\">\n",
       "      <!-- 2010 -->\n",
       "      <g transform=\"translate(478.91972 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_16\">\n",
       "     <g id=\"line2d_32\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"503.958971\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_33\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"503.958971\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_16\">\n",
       "      <!-- 2011 -->\n",
       "      <g transform=\"translate(507.270221 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_17\">\n",
       "     <g id=\"line2d_34\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"532.309472\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_35\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"532.309472\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_17\">\n",
       "      <!-- 2012 -->\n",
       "      <g transform=\"translate(535.620722 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_18\">\n",
       "     <g id=\"line2d_36\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"560.737646\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_37\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"560.737646\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_18\">\n",
       "      <!-- 2013 -->\n",
       "      <g transform=\"translate(564.048896 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_19\">\n",
       "     <g id=\"line2d_38\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"589.088147\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_39\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"589.088147\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_19\">\n",
       "      <!-- 2014 -->\n",
       "      <g transform=\"translate(592.399397 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_20\">\n",
       "     <g id=\"line2d_40\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"617.438648\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_41\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"617.438648\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_20\">\n",
       "      <!-- 2015 -->\n",
       "      <g transform=\"translate(620.749898 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-35\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_21\">\n",
       "     <g id=\"line2d_42\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"645.789149\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_43\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"645.789149\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_21\">\n",
       "      <!-- 2016 -->\n",
       "      <g transform=\"translate(649.100399 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_22\">\n",
       "     <g id=\"line2d_44\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"674.217323\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_45\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"674.217323\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_22\">\n",
       "      <!-- 2017 -->\n",
       "      <g transform=\"translate(677.528573 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-37\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_23\">\n",
       "     <g id=\"line2d_46\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"702.567824\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_47\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"702.567824\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_23\">\n",
       "      <!-- 2018 -->\n",
       "      <g transform=\"translate(705.879074 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_24\">\n",
       "     <g id=\"line2d_48\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"730.918325\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_49\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"730.918325\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_24\">\n",
       "      <!-- 2019 -->\n",
       "      <g transform=\"translate(734.229575 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-39\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_25\">\n",
       "     <g id=\"line2d_50\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"759.268827\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_51\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"759.268827\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_25\">\n",
       "      <!-- 2020 -->\n",
       "      <g transform=\"translate(762.580077 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_26\">\n",
       "     <g id=\"line2d_52\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"787.697\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_53\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"787.697\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_26\">\n",
       "      <!-- 2021 -->\n",
       "      <g transform=\"translate(791.00825 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_27\">\n",
       "     <g id=\"line2d_54\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"816.047501\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_55\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"816.047501\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_27\">\n",
       "      <!-- 2022 -->\n",
       "      <g transform=\"translate(819.358751 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_28\">\n",
       "     <g id=\"line2d_56\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"844.398003\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_57\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"844.398003\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_28\">\n",
       "      <!-- 2023 -->\n",
       "      <g transform=\"translate(847.709253 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-33\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_29\">\n",
       "     <g id=\"line2d_58\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m4124cd22ef\" x=\"872.748504\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_59\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m202d8dc809\" x=\"872.748504\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_29\">\n",
       "      <!-- 2024 -->\n",
       "      <g transform=\"translate(876.059754 345.68175) rotate(-90) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_30\">\n",
       "     <!-- Q -->\n",
       "     <g transform=\"translate(470.73 359.799875) scale(0.12 -0.12)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-51\" d=\"M 2522 4238 \n",
       "Q 1834 4238 1429 3725 \n",
       "Q 1025 3213 1025 2328 \n",
       "Q 1025 1447 1429 934 \n",
       "Q 1834 422 2522 422 \n",
       "Q 3209 422 3611 934 \n",
       "Q 4013 1447 4013 2328 \n",
       "Q 4013 3213 3611 3725 \n",
       "Q 3209 4238 2522 4238 \n",
       "z\n",
       "M 3406 84 \n",
       "L 4238 -825 \n",
       "L 3475 -825 \n",
       "L 2784 -78 \n",
       "Q 2681 -84 2626 -87 \n",
       "Q 2572 -91 2522 -91 \n",
       "Q 1538 -91 948 567 \n",
       "Q 359 1225 359 2328 \n",
       "Q 359 3434 948 4092 \n",
       "Q 1538 4750 2522 4750 \n",
       "Q 3503 4750 4090 4092 \n",
       "Q 4678 3434 4678 2328 \n",
       "Q 4678 1516 4351 937 \n",
       "Q 4025 359 3406 84 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-51\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_60\">\n",
       "      <defs>\n",
       "       <path id=\"mfce952e6a9\" d=\"M 0 0 \n",
       "L 4 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mfce952e6a9\" x=\"56.953125\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_31\">\n",
       "      <!-- −0.4 -->\n",
       "      <g transform=\"translate(23.81375 314.453) scale(0.12 -0.12)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_61\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mfce952e6a9\" x=\"56.953125\" y=\"253.54175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_32\">\n",
       "      <!-- −0.2 -->\n",
       "      <g transform=\"translate(23.81375 256.853) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_62\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mfce952e6a9\" x=\"56.953125\" y=\"195.94175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_33\">\n",
       "      <!-- 0.0 -->\n",
       "      <g transform=\"translate(33.869375 199.253) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_63\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mfce952e6a9\" x=\"56.953125\" y=\"138.34175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_34\">\n",
       "      <!-- 0.2 -->\n",
       "      <g transform=\"translate(33.869375 141.653) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_64\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mfce952e6a9\" x=\"56.953125\" y=\"80.74175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_35\">\n",
       "      <!-- 0.4 -->\n",
       "      <g transform=\"translate(33.869375 84.053) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_65\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mfce952e6a9\" x=\"56.953125\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_36\">\n",
       "      <!-- 0.6 -->\n",
       "      <g transform=\"translate(33.869375 26.453) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_37\">\n",
       "     <!-- return -->\n",
       "     <g transform=\"translate(16.318125 185.483937) rotate(-90) scale(0.12 -0.12)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-72\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"38.863281\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"100.386719\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"139.595703\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"202.974609\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"242.337891\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_38\">\n",
       "    <!-- CPI and China's stock market excess return: Quarterly 1995-2024 -->\n",
       "    <g transform=\"translate(239.06925 18.14175) scale(0.144 -0.144)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-43\" d=\"M 4122 4306 \n",
       "L 4122 3641 \n",
       "Q 3803 3938 3442 4084 \n",
       "Q 3081 4231 2675 4231 \n",
       "Q 1875 4231 1450 3742 \n",
       "Q 1025 3253 1025 2328 \n",
       "Q 1025 1406 1450 917 \n",
       "Q 1875 428 2675 428 \n",
       "Q 3081 428 3442 575 \n",
       "Q 3803 722 4122 1019 \n",
       "L 4122 359 \n",
       "Q 3791 134 3420 21 \n",
       "Q 3050 -91 2638 -91 \n",
       "Q 1578 -91 968 557 \n",
       "Q 359 1206 359 2328 \n",
       "Q 359 3453 968 4101 \n",
       "Q 1578 4750 2638 4750 \n",
       "Q 3056 4750 3426 4639 \n",
       "Q 3797 4528 4122 4306 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-50\" d=\"M 1259 4147 \n",
       "L 1259 2394 \n",
       "L 2053 2394 \n",
       "Q 2494 2394 2734 2622 \n",
       "Q 2975 2850 2975 3272 \n",
       "Q 2975 3691 2734 3919 \n",
       "Q 2494 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "M 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2838 4666 3239 4311 \n",
       "Q 3641 3956 3641 3272 \n",
       "Q 3641 2581 3239 2228 \n",
       "Q 2838 1875 2053 1875 \n",
       "L 1259 1875 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-49\" d=\"M 628 4666 \n",
       "L 1259 4666 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-64\" d=\"M 2906 2969 \n",
       "L 2906 4863 \n",
       "L 3481 4863 \n",
       "L 3481 0 \n",
       "L 2906 0 \n",
       "L 2906 525 \n",
       "Q 2725 213 2448 61 \n",
       "Q 2172 -91 1784 -91 \n",
       "Q 1150 -91 751 415 \n",
       "Q 353 922 353 1747 \n",
       "Q 353 2572 751 3078 \n",
       "Q 1150 3584 1784 3584 \n",
       "Q 2172 3584 2448 3432 \n",
       "Q 2725 3281 2906 2969 \n",
       "z\n",
       "M 947 1747 \n",
       "Q 947 1113 1208 752 \n",
       "Q 1469 391 1925 391 \n",
       "Q 2381 391 2643 752 \n",
       "Q 2906 1113 2906 1747 \n",
       "Q 2906 2381 2643 2742 \n",
       "Q 2381 3103 1925 3103 \n",
       "Q 1469 3103 1208 2742 \n",
       "Q 947 2381 947 1747 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-27\" d=\"M 1147 4666 \n",
       "L 1147 2931 \n",
       "L 616 2931 \n",
       "L 616 4666 \n",
       "L 1147 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6b\" d=\"M 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 1991 \n",
       "L 2875 3500 \n",
       "L 3609 3500 \n",
       "L 1753 1863 \n",
       "L 3688 0 \n",
       "L 2938 0 \n",
       "L 1159 1709 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6d\" d=\"M 3328 2828 \n",
       "Q 3544 3216 3844 3400 \n",
       "Q 4144 3584 4550 3584 \n",
       "Q 5097 3584 5394 3201 \n",
       "Q 5691 2819 5691 2113 \n",
       "L 5691 0 \n",
       "L 5113 0 \n",
       "L 5113 2094 \n",
       "Q 5113 2597 4934 2840 \n",
       "Q 4756 3084 4391 3084 \n",
       "Q 3944 3084 3684 2787 \n",
       "Q 3425 2491 3425 1978 \n",
       "L 3425 0 \n",
       "L 2847 0 \n",
       "L 2847 2094 \n",
       "Q 2847 2600 2669 2842 \n",
       "Q 2491 3084 2119 3084 \n",
       "Q 1678 3084 1418 2786 \n",
       "Q 1159 2488 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1356 3278 1631 3431 \n",
       "Q 1906 3584 2284 3584 \n",
       "Q 2666 3584 2933 3390 \n",
       "Q 3200 3197 3328 2828 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-78\" d=\"M 3513 3500 \n",
       "L 2247 1797 \n",
       "L 3578 0 \n",
       "L 2900 0 \n",
       "L 1881 1375 \n",
       "L 863 0 \n",
       "L 184 0 \n",
       "L 1544 1831 \n",
       "L 300 3500 \n",
       "L 978 3500 \n",
       "L 1906 2253 \n",
       "L 2834 3500 \n",
       "L 3513 3500 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-3a\" d=\"M 750 794 \n",
       "L 1409 794 \n",
       "L 1409 0 \n",
       "L 750 0 \n",
       "L 750 794 \n",
       "z\n",
       "M 750 3309 \n",
       "L 1409 3309 \n",
       "L 1409 2516 \n",
       "L 750 2516 \n",
       "L 750 3309 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6c\" d=\"M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-79\" d=\"M 2059 -325 \n",
       "Q 1816 -950 1584 -1140 \n",
       "Q 1353 -1331 966 -1331 \n",
       "L 506 -1331 \n",
       "L 506 -850 \n",
       "L 844 -850 \n",
       "Q 1081 -850 1212 -737 \n",
       "Q 1344 -625 1503 -206 \n",
       "L 1606 56 \n",
       "L 191 3500 \n",
       "L 800 3500 \n",
       "L 1894 763 \n",
       "L 2988 3500 \n",
       "L 3597 3500 \n",
       "L 2059 -325 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-2d\" d=\"M 313 2009 \n",
       "L 1997 2009 \n",
       "L 1997 1497 \n",
       "L 313 1497 \n",
       "L 313 2009 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-43\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-50\" x=\"69.824219\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-49\" x=\"130.126953\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"159.619141\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"191.40625\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"252.685547\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-64\" x=\"316.064453\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"379.541016\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-43\" x=\"411.328125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"481.152344\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"544.53125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"572.314453\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"635.693359\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-27\" x=\"696.972656\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"724.462891\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"776.5625\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"808.349609\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"860.449219\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"899.658203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"960.839844\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"1015.820312\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1073.730469\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6d\" x=\"1105.517578\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"1202.929688\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"1264.208984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"1305.322266\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1359.607422\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1421.130859\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1460.339844\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1492.126953\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-78\" x=\"1551.900391\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"1609.330078\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1664.310547\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"1725.833984\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"1777.933594\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"1830.033203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"1861.820312\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"1900.683594\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1962.207031\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"2001.416016\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"2064.794922\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"2104.158203\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-3a\" x=\"2167.537109\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2201.228516\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-51\" x=\"2233.015625\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-75\" x=\"2311.726562\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"2375.105469\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"2436.384766\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"2477.498047\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"2516.707031\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"2578.230469\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6c\" x=\"2619.34375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-79\" x=\"2647.126953\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"2706.306641\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-31\" x=\"2738.09375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-39\" x=\"2801.716797\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-39\" x=\"2865.339844\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-35\" x=\"2928.962891\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-2d\" x=\"2992.585938\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-32\" x=\"3028.669922\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-30\" x=\"3092.292969\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-32\" x=\"3155.916016\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-34\" x=\"3219.539062\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       "  <g id=\"axes_2\">\n",
       "   <g id=\"line2d_66\">\n",
       "    <path d=\"M 64.021332 31.06175 \n",
       "L 71.167212 62.02175 \n",
       "L 78.313092 115.30175 \n",
       "L 85.381299 154.90175 \n",
       "L 92.449506 173.98175 \n",
       "L 99.595386 177.22175 \n",
       "L 106.741265 189.46175 \n",
       "L 113.7318 199.90175 \n",
       "L 120.800007 219.34175 \n",
       "L 127.945887 243.46175 \n",
       "L 135.091766 252.10175 \n",
       "L 142.082301 264.34175 \n",
       "L 149.150508 271.90175 \n",
       "L 156.296388 284.50175 \n",
       "L 163.442268 290.62175 \n",
       "L 170.432802 287.02175 \n",
       "L 177.501009 290.62175 \n",
       "L 184.646889 298.54175 \n",
       "L 191.792769 287.74175 \n",
       "L 198.860976 284.14175 \n",
       "L 205.929183 274.06175 \n",
       "L 213.075063 274.06175 \n",
       "L 220.220942 272.26175 \n",
       "L 227.211477 265.06175 \n",
       "L 234.279684 267.94175 \n",
       "L 241.425564 258.22175 \n",
       "L 248.571443 266.50175 \n",
       "L 255.561978 276.58175 \n",
       "L 262.630185 281.62175 \n",
       "L 269.776065 286.66175 \n",
       "L 276.921945 283.42175 \n",
       "L 283.912479 281.98175 \n",
       "L 290.980686 269.74175 \n",
       "L 298.126566 267.94175 \n",
       "L 305.272446 266.14175 \n",
       "L 312.340653 246.34175 \n",
       "L 319.40886 245.26175 \n",
       "L 326.55474 227.62175 \n",
       "L 333.700619 218.26175 \n",
       "L 340.691154 240.94175 \n",
       "L 347.759361 244.54175 \n",
       "L 354.905241 256.42175 \n",
       "L 362.051121 260.74175 \n",
       "L 369.041655 260.38175 \n",
       "L 376.109862 262.18175 \n",
       "L 383.255742 260.38175 \n",
       "L 390.401622 261.46175 \n",
       "L 397.392156 253.18175 \n",
       "L 404.460363 245.62175 \n",
       "L 411.606243 236.26175 \n",
       "L 418.752123 209.26175 \n",
       "L 425.82033 203.50175 \n",
       "L 432.888537 188.38175 \n",
       "L 440.034417 191.26175 \n",
       "L 447.180296 218.26175 \n",
       "L 454.170831 247.78175 \n",
       "L 461.239038 281.62175 \n",
       "L 468.384918 291.70175 \n",
       "L 475.530798 288.82175 \n",
       "L 482.521332 267.94175 \n",
       "L 489.589539 251.39471 \n",
       "L 496.735419 243.37247 \n",
       "L 503.881299 237.74063 \n",
       "L 510.871833 224.48759 \n",
       "L 517.94004 220.42175 \n",
       "L 525.08592 213.22175 \n",
       "L 532.2318 207.46175 \n",
       "L 539.300007 225.46175 \n",
       "L 546.368214 234.51359 \n",
       "L 553.514094 244.48235 \n",
       "L 560.659974 254.48999 \n",
       "L 567.650508 252.60755 \n",
       "L 574.718715 248.89991 \n",
       "L 581.864595 249.39239 \n",
       "L 589.010475 245.28839 \n",
       "L 596.001009 243.74075 \n",
       "L 603.069216 250.58255 \n",
       "L 610.215096 251.32847 \n",
       "L 617.360976 253.88879 \n",
       "L 624.35151 258.77615 \n",
       "L 631.419717 262.28723 \n",
       "L 638.565597 260.27087 \n",
       "L 645.711477 256.42787 \n",
       "L 652.779684 259.33775 \n",
       "L 659.847891 252.32675 \n",
       "L 666.993771 252.65471 \n",
       "L 674.139651 257.05139 \n",
       "L 681.130185 252.01283 \n",
       "L 688.198392 259.77623 \n",
       "L 695.344272 260.09843 \n",
       "L 702.490152 257.84051 \n",
       "L 709.480686 255.51743 \n",
       "L 716.548893 251.99879 \n",
       "L 723.694773 255.67871 \n",
       "L 730.840653 250.53611 \n",
       "L 737.831187 251.45771 \n",
       "L 744.899394 255.32879 \n",
       "L 752.045274 246.47099 \n",
       "L 759.191154 244.00499 \n",
       "L 766.259361 229.42643 \n",
       "L 773.327568 221.75555 \n",
       "L 780.473448 245.57459 \n",
       "L 787.619328 250.76435 \n",
       "L 794.609862 274.42175 \n",
       "L 801.678069 275.50175 \n",
       "L 808.823949 263.26175 \n",
       "L 815.969829 266.14175 \n",
       "L 822.960363 256.06175 \n",
       "L 830.02857 263.26175 \n",
       "L 837.17445 250.91231 \n",
       "L 844.32033 246.34175 \n",
       "L 851.310864 255.34175 \n",
       "L 858.379072 261.46175 \n",
       "L 865.524951 274.06175 \n",
       "L 872.670831 275.86175 \n",
       "L 879.739038 278.74175 \n",
       "L 886.807245 275.14175 \n",
       "L 893.953125 272.26175 \n",
       "\" clip-path=\"url(#p03840ea636)\" style=\"fill: none; stroke: #ff0000; stroke-opacity: 0.7; stroke-linecap: square\"/>\n",
       "    <defs>\n",
       "     <path id=\"m357da86d97\" d=\"M 0 1 \n",
       "C 0.265203 1 0.51958 0.894634 0.707107 0.707107 \n",
       "C 0.894634 0.51958 1 0.265203 1 0 \n",
       "C 1 -0.265203 0.894634 -0.51958 0.707107 -0.707107 \n",
       "C 0.51958 -0.894634 0.265203 -1 0 -1 \n",
       "C -0.265203 -1 -0.51958 -0.894634 -0.707107 -0.707107 \n",
       "C -0.894634 -0.51958 -1 -0.265203 -1 0 \n",
       "C -1 0.265203 -0.894634 0.51958 -0.707107 0.707107 \n",
       "C -0.51958 0.894634 -0.265203 1 0 1 \n",
       "z\n",
       "\" style=\"stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "    </defs>\n",
       "    <g clip-path=\"url(#p03840ea636)\">\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"64.021332\" y=\"31.06175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"71.167212\" y=\"62.02175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"78.313092\" y=\"115.30175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"85.381299\" y=\"154.90175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"92.449506\" y=\"173.98175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"99.595386\" y=\"177.22175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"106.741265\" y=\"189.46175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"113.7318\" y=\"199.90175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"120.800007\" y=\"219.34175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"127.945887\" y=\"243.46175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"135.091766\" y=\"252.10175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"142.082301\" y=\"264.34175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"149.150508\" y=\"271.90175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"156.296388\" y=\"284.50175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"163.442268\" y=\"290.62175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"170.432802\" y=\"287.02175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"177.501009\" y=\"290.62175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"184.646889\" y=\"298.54175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"191.792769\" y=\"287.74175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"198.860976\" y=\"284.14175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"205.929183\" y=\"274.06175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"213.075063\" y=\"274.06175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"220.220942\" y=\"272.26175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"227.211477\" y=\"265.06175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"234.279684\" y=\"267.94175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"241.425564\" y=\"258.22175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"248.571443\" y=\"266.50175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"255.561978\" y=\"276.58175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"262.630185\" y=\"281.62175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"269.776065\" y=\"286.66175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"276.921945\" y=\"283.42175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"283.912479\" y=\"281.98175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"290.980686\" y=\"269.74175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"298.126566\" y=\"267.94175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"305.272446\" y=\"266.14175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"312.340653\" y=\"246.34175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"319.40886\" y=\"245.26175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"326.55474\" y=\"227.62175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"333.700619\" y=\"218.26175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"340.691154\" y=\"240.94175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"347.759361\" y=\"244.54175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"354.905241\" y=\"256.42175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"362.051121\" y=\"260.74175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"369.041655\" y=\"260.38175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"376.109862\" y=\"262.18175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"383.255742\" y=\"260.38175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"390.401622\" y=\"261.46175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"397.392156\" y=\"253.18175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"404.460363\" y=\"245.62175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"411.606243\" y=\"236.26175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"418.752123\" y=\"209.26175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"425.82033\" y=\"203.50175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"432.888537\" y=\"188.38175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"440.034417\" y=\"191.26175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"447.180296\" y=\"218.26175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"454.170831\" y=\"247.78175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"461.239038\" y=\"281.62175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"468.384918\" y=\"291.70175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"475.530798\" y=\"288.82175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"482.521332\" y=\"267.94175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"489.589539\" y=\"251.39471\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"496.735419\" y=\"243.37247\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"503.881299\" y=\"237.74063\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"510.871833\" y=\"224.48759\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"517.94004\" y=\"220.42175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"525.08592\" y=\"213.22175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"532.2318\" y=\"207.46175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"539.300007\" y=\"225.46175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"546.368214\" y=\"234.51359\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"553.514094\" y=\"244.48235\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"560.659974\" y=\"254.48999\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"567.650508\" y=\"252.60755\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"574.718715\" y=\"248.89991\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"581.864595\" y=\"249.39239\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"589.010475\" y=\"245.28839\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"596.001009\" y=\"243.74075\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"603.069216\" y=\"250.58255\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"610.215096\" y=\"251.32847\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"617.360976\" y=\"253.88879\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"624.35151\" y=\"258.77615\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"631.419717\" y=\"262.28723\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"638.565597\" y=\"260.27087\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"645.711477\" y=\"256.42787\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"652.779684\" y=\"259.33775\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"659.847891\" y=\"252.32675\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"666.993771\" y=\"252.65471\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"674.139651\" y=\"257.05139\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"681.130185\" y=\"252.01283\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"688.198392\" y=\"259.77623\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"695.344272\" y=\"260.09843\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"702.490152\" y=\"257.84051\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"709.480686\" y=\"255.51743\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"716.548893\" y=\"251.99879\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"723.694773\" y=\"255.67871\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"730.840653\" y=\"250.53611\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"737.831187\" y=\"251.45771\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"744.899394\" y=\"255.32879\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"752.045274\" y=\"246.47099\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"759.191154\" y=\"244.00499\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"766.259361\" y=\"229.42643\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"773.327568\" y=\"221.75555\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"780.473448\" y=\"245.57459\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"787.619328\" y=\"250.76435\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"794.609862\" y=\"274.42175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"801.678069\" y=\"275.50175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"808.823949\" y=\"263.26175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"815.969829\" y=\"266.14175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"822.960363\" y=\"256.06175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"830.02857\" y=\"263.26175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"837.17445\" y=\"250.91231\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"844.32033\" y=\"246.34175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"851.310864\" y=\"255.34175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"858.379072\" y=\"261.46175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"865.524951\" y=\"274.06175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"872.670831\" y=\"275.86175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"879.739038\" y=\"278.74175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"886.807245\" y=\"275.14175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     <use xlink:href=\"#m357da86d97\" x=\"893.953125\" y=\"272.26175\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"patch_7\">\n",
       "    <path d=\"M 56.953125 311.14175 \n",
       "L 56.953125 23.14175 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_8\">\n",
       "    <path d=\"M 893.953125 311.14175 \n",
       "L 893.953125 23.14175 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_9\">\n",
       "    <path d=\"M 56.953125 311.14175 \n",
       "L 893.953125 311.14175 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_10\">\n",
       "    <path d=\"M 56.953125 23.14175 \n",
       "L 893.953125 23.14175 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_3\">\n",
       "    <g id=\"ytick_7\">\n",
       "     <g id=\"line2d_67\">\n",
       "      <defs>\n",
       "       <path id=\"mbdcc348622\" d=\"M 0 0 \n",
       "L -4 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcc348622\" x=\"893.953125\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_39\">\n",
       "      <!-- −10 -->\n",
       "      <g transform=\"translate(897.953125 314.453) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"147.412109\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_8\">\n",
       "     <g id=\"line2d_68\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcc348622\" x=\"893.953125\" y=\"275.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_40\">\n",
       "      <!-- 0 -->\n",
       "      <g transform=\"translate(897.953125 278.453) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_9\">\n",
       "     <g id=\"line2d_69\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcc348622\" x=\"893.953125\" y=\"239.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_41\">\n",
       "      <!-- 10 -->\n",
       "      <g transform=\"translate(897.953125 242.453) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-31\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_10\">\n",
       "     <g id=\"line2d_70\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcc348622\" x=\"893.953125\" y=\"203.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_42\">\n",
       "      <!-- 20 -->\n",
       "      <g transform=\"translate(897.953125 206.453) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_11\">\n",
       "     <g id=\"line2d_71\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcc348622\" x=\"893.953125\" y=\"167.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_43\">\n",
       "      <!-- 30 -->\n",
       "      <g transform=\"translate(897.953125 170.453) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-33\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_12\">\n",
       "     <g id=\"line2d_72\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcc348622\" x=\"893.953125\" y=\"131.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_44\">\n",
       "      <!-- 40 -->\n",
       "      <g transform=\"translate(897.953125 134.453) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-34\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_13\">\n",
       "     <g id=\"line2d_73\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcc348622\" x=\"893.953125\" y=\"95.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_45\">\n",
       "      <!-- 50 -->\n",
       "      <g transform=\"translate(897.953125 98.453) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-35\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_14\">\n",
       "     <g id=\"line2d_74\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcc348622\" x=\"893.953125\" y=\"59.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_46\">\n",
       "      <!-- 60 -->\n",
       "      <g transform=\"translate(897.953125 62.453) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-36\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_15\">\n",
       "     <g id=\"line2d_75\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#mbdcc348622\" x=\"893.953125\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_47\">\n",
       "      <!-- 70 -->\n",
       "      <g transform=\"translate(897.953125 26.453) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-37\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_48\">\n",
       "     <!-- CPI -->\n",
       "     <g transform=\"translate(937.396875 176.71925) rotate(-90) scale(0.12 -0.12)\">\n",
       "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-50\" x=\"69.824219\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-49\" x=\"130.126953\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"legend_1\">\n",
       "    <g id=\"patch_11\">\n",
       "     <path d=\"M 733.062375 76.93475 \n",
       "L 886.753125 76.93475 \n",
       "L 886.753125 30.34175 \n",
       "L 733.062375 30.34175 \n",
       "z\n",
       "\" style=\"fill: #ffffff; stroke: #000000; stroke-linejoin: miter\"/>\n",
       "    </g>\n",
       "    <g id=\"line2d_76\">\n",
       "     <path d=\"M 743.142375 42.0035 \n",
       "L 763.302375 42.0035 \n",
       "\" style=\"fill: none; stroke: #0000ff; stroke-opacity: 0.4; stroke-linecap: square\"/>\n",
       "     <g>\n",
       "      <use xlink:href=\"#md7aa787a07\" x=\"743.142375\" y=\"42.0035\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "      <use xlink:href=\"#md7aa787a07\" x=\"763.302375\" y=\"42.0035\" style=\"fill: #0000ff; fill-opacity: 0.4; stroke: #0000ff; stroke-opacity: 0.4; stroke-width: 0.5\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_49\">\n",
       "     <!-- Market Return -->\n",
       "     <g transform=\"translate(779.142375 47.0435) scale(0.144 -0.144)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-4d\" d=\"M 628 4666 \n",
       "L 1569 4666 \n",
       "L 2759 1491 \n",
       "L 3956 4666 \n",
       "L 4897 4666 \n",
       "L 4897 0 \n",
       "L 4281 0 \n",
       "L 4281 4097 \n",
       "L 3078 897 \n",
       "L 2444 897 \n",
       "L 1241 4097 \n",
       "L 1241 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-52\" d=\"M 2841 2188 \n",
       "Q 3044 2119 3236 1894 \n",
       "Q 3428 1669 3622 1275 \n",
       "L 4263 0 \n",
       "L 3584 0 \n",
       "L 2988 1197 \n",
       "Q 2756 1666 2539 1819 \n",
       "Q 2322 1972 1947 1972 \n",
       "L 1259 1972 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2853 4666 3247 4331 \n",
       "Q 3641 3997 3641 3322 \n",
       "Q 3641 2881 3436 2590 \n",
       "Q 3231 2300 2841 2188 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2491 \n",
       "L 2053 2491 \n",
       "Q 2509 2491 2742 2702 \n",
       "Q 2975 2913 2975 3322 \n",
       "Q 2975 3731 2742 3939 \n",
       "Q 2509 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-4d\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"86.279297\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"147.558594\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6b\" x=\"188.671875\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"242.957031\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"304.480469\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-20\" x=\"343.689453\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-52\" x=\"375.476562\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"440.458984\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"501.982422\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"541.191406\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"604.570312\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"643.933594\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"line2d_77\">\n",
       "     <path d=\"M 743.142375 63.14 \n",
       "L 763.302375 63.14 \n",
       "\" style=\"fill: none; stroke: #ff0000; stroke-opacity: 0.7; stroke-linecap: square\"/>\n",
       "     <g>\n",
       "      <use xlink:href=\"#m357da86d97\" x=\"743.142375\" y=\"63.14\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "      <use xlink:href=\"#m357da86d97\" x=\"763.302375\" y=\"63.14\" style=\"fill: #ff0000; fill-opacity: 0.7; stroke: #000000; stroke-opacity: 0.7; stroke-width: 0.5\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_50\">\n",
       "     <!-- CPI -->\n",
       "     <g transform=\"translate(779.142375 68.18) scale(0.144 -0.144)\">\n",
       "      <use xlink:href=\"#DejaVuSans-43\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-50\" x=\"69.824219\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-49\" x=\"130.126953\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p03840ea636\">\n",
       "   <rect x=\"56.953125\" y=\"23.14175\" width=\"837\" height=\"288\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Change the figure style\n",
    "plt.style.use('classic')\n",
    "fig = plt.figure(figsize=(15, 5))\n",
    "ax1 = fig.add_subplot(1, 1, 1)  #(x, x, x)这里前两个表示几*几的网格，最后一个表示第几子图\n",
    "\n",
    "ax1.plot(Q_reg_data['Raw_return'],\n",
    "         color='blue',\n",
    "         marker='.',\n",
    "         linestyle='-',\n",
    "         linewidth=1,\n",
    "         markersize=6,\n",
    "         alpha=0.4,\n",
    "         label='Market Return')\n",
    "ax1.set_xlabel('Q')  # 设置横坐标标签\n",
    "ax1.set_ylabel('return')  # 设置左边纵坐标标签\n",
    "#ax1.legend(loc=2)  # 设置图例在左上方\n",
    "ax1.set_title(\"CPI and China's stock market excess return: Quarterly 1995-2024\")  # 给整张图命名\n",
    "\n",
    "# 设置x轴的日期显示格式\n",
    "data_format = mdates.DateFormatter('%Y')\n",
    "ax1.xaxis.set_major_formatter(data_format)\n",
    "ax1.xaxis.set_major_locator(mdates.YearLocator())\n",
    "plt.xticks(rotation = 90) # 转置x轴的日期显示格式\n",
    "\n",
    "ax2 = ax1.twinx()  #twinx()函数表示共享x轴\n",
    "ax2.plot(Q_reg_data['lag_cpi'],\n",
    "         color='red',\n",
    "         marker='o',\n",
    "         linestyle='-',\n",
    "         linewidth=1,\n",
    "         markersize=2,\n",
    "         alpha=0.7,\n",
    "         label='CPI')\n",
    "ax2.set_ylabel('CPI')  # 设置右边纵坐标标签\n",
    "#ax2.legend(loc=1)  # 设置图例在右上方\n",
    "\n",
    "# change the legend into one box\n",
    "lines, labels = ax1.get_legend_handles_labels()\n",
    "lines2, labels2 = ax2.get_legend_handles_labels()\n",
    "ax2.legend(lines + lines2, labels + labels2, loc='upper right')\n",
    "\n",
    "fig.savefig('Qcpi.pdf', bbox_inches='tight')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:             Raw_return   R-squared:                       0.081\n",
      "Model:                            OLS   Adj. R-squared:                  0.071\n",
      "Method:                 Least Squares   F-statistic:                     8.237\n",
      "Date:                Tue, 22 Oct 2024   Prob (F-statistic):            0.00504\n",
      "Time:                        20:36:07   Log-Likelihood:                 56.620\n",
      "No. Observations:                  99   AIC:                            -109.2\n",
      "Df Residuals:                      97   BIC:                            -104.0\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:                  HAC                                         \n",
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "Intercept      0.0620      0.022      2.825      0.005       0.019       0.105\n",
      "lcpi          -0.0071      0.002     -2.870      0.004      -0.012      -0.002\n",
      "==============================================================================\n",
      "Omnibus:                       20.561   Durbin-Watson:                   1.669\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):               31.865\n",
      "Skew:                           0.916   Prob(JB):                     1.20e-07\n",
      "Kurtosis:                       5.090   Cond. No.                         12.3\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors are heteroscedasticity and autocorrelation robust (HAC) using 2 lags and without small sample correction\n"
     ]
    }
   ],
   "source": [
    "Q_reg_data['lcpi'] = Q_reg_data['cpi'].shift(1)\n",
    "model_qcpi = smf.ols('Raw_return ~ lcpi',\n",
    "                 data=Q_reg_data['2000':'2024-09']).fit(\n",
    "                     cov_type='HAC', cov_kwds={'maxlags': 2})\n",
    "print(model_qcpi.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       "  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<svg xmlns:xlink=\"http://www.w3.org/1999/xlink\" width=\"622.153125pt\" height=\"350.56925pt\" viewBox=\"0 0 622.153125 350.56925\" xmlns=\"http://www.w3.org/2000/svg\" version=\"1.1\">\n",
       " <metadata>\n",
       "  <rdf:RDF xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n",
       "   <cc:Work>\n",
       "    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n",
       "    <dc:date>2024-10-22T20:36:07.493796</dc:date>\n",
       "    <dc:format>image/svg+xml</dc:format>\n",
       "    <dc:creator>\n",
       "     <cc:Agent>\n",
       "      <dc:title>Matplotlib v3.8.4, https://matplotlib.org/</dc:title>\n",
       "     </cc:Agent>\n",
       "    </dc:creator>\n",
       "   </cc:Work>\n",
       "  </rdf:RDF>\n",
       " </metadata>\n",
       " <defs>\n",
       "  <style type=\"text/css\">*{stroke-linejoin: round; stroke-linecap: butt}</style>\n",
       " </defs>\n",
       " <g id=\"figure_1\">\n",
       "  <g id=\"patch_1\">\n",
       "   <path d=\"M 0 350.56925 \n",
       "L 622.153125 350.56925 \n",
       "L 622.153125 0 \n",
       "L 0 0 \n",
       "z\n",
       "\" style=\"fill: #bfbfbf\"/>\n",
       "  </g>\n",
       "  <g id=\"axes_1\">\n",
       "   <g id=\"patch_2\">\n",
       "    <path d=\"M 56.953125 311.14175 \n",
       "L 614.953125 311.14175 \n",
       "L 614.953125 23.14175 \n",
       "L 56.953125 23.14175 \n",
       "z\n",
       "\" style=\"fill: #ffffff\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_1\">\n",
       "    <path d=\"M 56.953125 104.554257 \n",
       "L 62.627279 175.481851 \n",
       "L 68.363785 198.622925 \n",
       "L 74.100292 171.317551 \n",
       "L 79.712092 190.483101 \n",
       "L 85.386246 181.594776 \n",
       "L 91.122753 254.782289 \n",
       "L 96.85926 215.344426 \n",
       "L 102.47106 203.302856 \n",
       "L 108.145214 172.80335 \n",
       "L 113.88172 221.062551 \n",
       "L 119.618227 236.724846 \n",
       "L 125.230027 163.500517 \n",
       "L 130.904181 200.624243 \n",
       "L 136.640688 218.977564 \n",
       "L 142.377195 168.581792 \n",
       "L 148.051348 148.88954 \n",
       "L 153.725502 252.57206 \n",
       "L 159.462009 196.448111 \n",
       "L 165.198516 222.789033 \n",
       "L 170.810316 215.329733 \n",
       "L 176.484469 220.396052 \n",
       "L 182.220976 176.047066 \n",
       "L 187.957483 194.583506 \n",
       "L 193.569283 161.899478 \n",
       "L 199.243437 112.997839 \n",
       "L 204.979944 182.127408 \n",
       "L 210.716451 44.243869 \n",
       "L 216.328251 141.203375 \n",
       "L 222.002404 138.348624 \n",
       "L 227.738911 65.415721 \n",
       "L 233.475418 211.022549 \n",
       "L 239.149572 293.857349 \n",
       "L 244.823725 257.030548 \n",
       "L 250.560232 242.500048 \n",
       "L 256.296739 255.326416 \n",
       "L 261.908539 108.567889 \n",
       "L 267.582693 124.809739 \n",
       "L 273.319199 213.452239 \n",
       "L 279.055706 144.369852 \n",
       "L 284.667506 210.70848 \n",
       "L 290.34166 261.778314 \n",
       "L 296.078167 165.045967 \n",
       "L 301.814674 179.412164 \n",
       "L 307.426474 183.631331 \n",
       "L 313.100628 212.271956 \n",
       "L 318.837134 237.947659 \n",
       "L 324.573641 215.449214 \n",
       "L 330.247795 187.643853 \n",
       "L 335.921948 200.6968 \n",
       "L 341.658455 213.963831 \n",
       "L 347.394962 170.683751 \n",
       "L 353.006762 200.067948 \n",
       "L 358.680916 229.087336 \n",
       "L 364.417423 167.501312 \n",
       "L 370.15393 203.713006 \n",
       "L 375.76573 207.193728 \n",
       "L 381.439883 193.814303 \n",
       "L 387.17639 151.576086 \n",
       "L 392.912897 89.847388 \n",
       "L 398.524697 150.247165 \n",
       "L 404.198851 155.267196 \n",
       "L 409.935358 278.387526 \n",
       "L 415.671865 150.054657 \n",
       "L 421.346018 239.498416 \n",
       "L 427.020172 203.066201 \n",
       "L 432.756678 188.559907 \n",
       "L 438.493185 186.458367 \n",
       "L 444.104986 184.911295 \n",
       "L 449.779139 198.63004 \n",
       "L 455.515646 181.822449 \n",
       "L 461.252153 199.53386 \n",
       "L 466.863953 207.982788 \n",
       "L 472.538107 225.158904 \n",
       "L 478.274613 198.578579 \n",
       "L 484.01112 229.36745 \n",
       "L 489.622921 127.015297 \n",
       "L 495.297074 206.366836 \n",
       "L 501.033581 203.066146 \n",
       "L 506.770088 181.574414 \n",
       "L 512.444241 224.251508 \n",
       "L 518.118395 171.399496 \n",
       "L 523.854902 173.422195 \n",
       "L 529.591409 173.118686 \n",
       "L 535.203209 198.525654 \n",
       "L 540.877362 183.449988 \n",
       "L 546.613869 197.788665 \n",
       "L 552.350376 190.161846 \n",
       "L 557.962176 226.609274 \n",
       "L 563.63633 182.975463 \n",
       "L 569.372837 227.653734 \n",
       "L 575.109344 189.7647 \n",
       "L 580.721144 178.825192 \n",
       "L 586.395297 202.171712 \n",
       "L 592.131804 204.179271 \n",
       "L 597.868311 208.491492 \n",
       "L 603.542465 189.529897 \n",
       "L 609.216618 202.927247 \n",
       "L 614.953125 160.119471 \n",
       "\" clip-path=\"url(#p167f67ab44)\" style=\"fill: none; stroke: #ff0000; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"line2d_2\">\n",
       "    <path d=\"M 56.953125 189.639972 \n",
       "L 62.627279 189.428714 \n",
       "L 68.363785 191.118775 \n",
       "L 74.100292 190.062487 \n",
       "L 79.712092 192.597578 \n",
       "L 85.386246 193.442609 \n",
       "L 91.122753 193.231351 \n",
       "L 96.85926 190.485002 \n",
       "L 102.47106 187.949911 \n",
       "L 108.145214 187.316138 \n",
       "L 113.88172 188.161169 \n",
       "L 119.618227 188.372426 \n",
       "L 125.230027 190.907518 \n",
       "L 130.904181 192.175063 \n",
       "L 136.640688 191.118775 \n",
       "L 142.377195 193.865124 \n",
       "L 148.051348 196.82273 \n",
       "L 153.725502 198.090276 \n",
       "L 159.462009 201.25914 \n",
       "L 165.198516 199.146564 \n",
       "L 170.810316 194.076381 \n",
       "L 176.484469 193.865124 \n",
       "L 182.220976 193.865124 \n",
       "L 187.957483 192.597578 \n",
       "L 193.569283 194.076381 \n",
       "L 199.243437 192.597578 \n",
       "L 204.979944 192.175063 \n",
       "L 210.716451 193.020093 \n",
       "L 216.328251 194.710154 \n",
       "L 222.002404 196.400215 \n",
       "L 227.738911 201.892912 \n",
       "L 233.475418 203.794231 \n",
       "L 239.149572 205.061776 \n",
       "L 244.823725 208.019382 \n",
       "L 250.560232 203.371715 \n",
       "L 256.296739 198.512791 \n",
       "L 261.908539 192.175063 \n",
       "L 267.582693 186.893623 \n",
       "L 273.319199 186.25985 \n",
       "L 279.055706 189.006199 \n",
       "L 284.667506 193.295573 \n",
       "L 290.34166 196.006431 \n",
       "L 296.078167 197.04286 \n",
       "L 301.814674 199.284937 \n",
       "L 307.426474 200.414109 \n",
       "L 313.100628 201.25914 \n",
       "L 318.837134 203.794231 \n",
       "L 324.573641 201.681655 \n",
       "L 330.247795 199.569079 \n",
       "L 335.921948 197.171939 \n",
       "L 341.658455 193.82076 \n",
       "L 347.394962 193.653866 \n",
       "L 353.006762 194.287639 \n",
       "L 358.680916 195.103305 \n",
       "L 364.417423 195.711726 \n",
       "L 370.15393 196.834983 \n",
       "L 375.76573 195.314562 \n",
       "L 381.439883 193.868081 \n",
       "L 387.17639 194.890146 \n",
       "L 392.912897 193.444932 \n",
       "L 398.524697 191.676073 \n",
       "L 404.198851 193.250575 \n",
       "L 409.935358 193.542533 \n",
       "L 415.671865 192.739966 \n",
       "L 421.346018 193.763298 \n",
       "L 427.020172 194.980353 \n",
       "L 432.756678 193.791395 \n",
       "L 438.493185 194.490235 \n",
       "L 444.104986 195.447654 \n",
       "L 449.779139 192.525328 \n",
       "L 455.515646 193.034248 \n",
       "L 461.252153 194.009624 \n",
       "L 466.863953 193.163749 \n",
       "L 472.538107 193.869983 \n",
       "L 478.274613 194.413126 \n",
       "L 484.01112 195.43519 \n",
       "L 489.622921 193.739214 \n",
       "L 495.297074 195.428219 \n",
       "L 501.033581 195.940941 \n",
       "L 506.770088 197.995421 \n",
       "L 512.444241 201.437863 \n",
       "L 518.118395 197.017087 \n",
       "L 523.854902 195.757781 \n",
       "L 529.591409 191.118775 \n",
       "L 535.203209 189.428714 \n",
       "L 540.877362 191.963805 \n",
       "L 546.613869 192.175063 \n",
       "L 552.350376 193.231351 \n",
       "L 557.962176 191.963805 \n",
       "L 563.63633 194.563119 \n",
       "L 569.372837 195.766442 \n",
       "L 575.109344 194.498897 \n",
       "L 580.721144 194.498897 \n",
       "L 586.395297 190.273745 \n",
       "L 592.131804 189.428714 \n",
       "L 597.868311 189.639972 \n",
       "L 603.542465 188.372426 \n",
       "L 609.216618 190.69626 \n",
       "L 614.953125 191.118775 \n",
       "\" clip-path=\"url(#p167f67ab44)\" style=\"fill: none; stroke: #0000ff; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_3\">\n",
       "    <path d=\"M 56.953125 311.14175 \n",
       "L 56.953125 23.14175 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_4\">\n",
       "    <path d=\"M 614.953125 311.14175 \n",
       "L 614.953125 23.14175 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_5\">\n",
       "    <path d=\"M 56.953125 311.14175 \n",
       "L 614.953125 311.14175 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"patch_6\">\n",
       "    <path d=\"M 56.953125 23.14175 \n",
       "L 614.953125 23.14175 \n",
       "\" style=\"fill: none; stroke: #000000; stroke-linejoin: miter; stroke-linecap: square\"/>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_1\">\n",
       "    <g id=\"xtick_1\">\n",
       "     <g id=\"line2d_3\">\n",
       "      <defs>\n",
       "       <path id=\"m921707d5db\" d=\"M 0 0 \n",
       "L 0 -4 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m921707d5db\" x=\"142.439548\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_4\">\n",
       "      <defs>\n",
       "       <path id=\"ma2620e701a\" d=\"M 0 0 \n",
       "L 0 4 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#ma2620e701a\" x=\"142.439548\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_1\">\n",
       "      <!-- 2004 -->\n",
       "      <g transform=\"translate(127.169548 324.259875) scale(0.12 -0.12)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-32\" d=\"M 1228 531 \n",
       "L 3431 531 \n",
       "L 3431 0 \n",
       "L 469 0 \n",
       "L 469 531 \n",
       "Q 828 903 1448 1529 \n",
       "Q 2069 2156 2228 2338 \n",
       "Q 2531 2678 2651 2914 \n",
       "Q 2772 3150 2772 3378 \n",
       "Q 2772 3750 2511 3984 \n",
       "Q 2250 4219 1831 4219 \n",
       "Q 1534 4219 1204 4116 \n",
       "Q 875 4013 500 3803 \n",
       "L 500 4441 \n",
       "Q 881 4594 1212 4672 \n",
       "Q 1544 4750 1819 4750 \n",
       "Q 2544 4750 2975 4387 \n",
       "Q 3406 4025 3406 3419 \n",
       "Q 3406 3131 3298 2873 \n",
       "Q 3191 2616 2906 2266 \n",
       "Q 2828 2175 2409 1742 \n",
       "Q 1991 1309 1228 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-30\" d=\"M 2034 4250 \n",
       "Q 1547 4250 1301 3770 \n",
       "Q 1056 3291 1056 2328 \n",
       "Q 1056 1369 1301 889 \n",
       "Q 1547 409 2034 409 \n",
       "Q 2525 409 2770 889 \n",
       "Q 3016 1369 3016 2328 \n",
       "Q 3016 3291 2770 3770 \n",
       "Q 2525 4250 2034 4250 \n",
       "z\n",
       "M 2034 4750 \n",
       "Q 2819 4750 3233 4129 \n",
       "Q 3647 3509 3647 2328 \n",
       "Q 3647 1150 3233 529 \n",
       "Q 2819 -91 2034 -91 \n",
       "Q 1250 -91 836 529 \n",
       "Q 422 1150 422 2328 \n",
       "Q 422 3509 836 4129 \n",
       "Q 1250 4750 2034 4750 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-34\" d=\"M 2419 4116 \n",
       "L 825 1625 \n",
       "L 2419 1625 \n",
       "L 2419 4116 \n",
       "z\n",
       "M 2253 4666 \n",
       "L 3047 4666 \n",
       "L 3047 1625 \n",
       "L 3713 1625 \n",
       "L 3713 1100 \n",
       "L 3047 1100 \n",
       "L 3047 0 \n",
       "L 2419 0 \n",
       "L 2419 1100 \n",
       "L 313 1100 \n",
       "L 313 1709 \n",
       "L 2253 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_2\">\n",
       "     <g id=\"line2d_5\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m921707d5db\" x=\"233.537771\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_6\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#ma2620e701a\" x=\"233.537771\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_2\">\n",
       "      <!-- 2008 -->\n",
       "      <g transform=\"translate(218.267771 324.259875) scale(0.12 -0.12)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-38\" d=\"M 2034 2216 \n",
       "Q 1584 2216 1326 1975 \n",
       "Q 1069 1734 1069 1313 \n",
       "Q 1069 891 1326 650 \n",
       "Q 1584 409 2034 409 \n",
       "Q 2484 409 2743 651 \n",
       "Q 3003 894 3003 1313 \n",
       "Q 3003 1734 2745 1975 \n",
       "Q 2488 2216 2034 2216 \n",
       "z\n",
       "M 1403 2484 \n",
       "Q 997 2584 770 2862 \n",
       "Q 544 3141 544 3541 \n",
       "Q 544 4100 942 4425 \n",
       "Q 1341 4750 2034 4750 \n",
       "Q 2731 4750 3128 4425 \n",
       "Q 3525 4100 3525 3541 \n",
       "Q 3525 3141 3298 2862 \n",
       "Q 3072 2584 2669 2484 \n",
       "Q 3125 2378 3379 2068 \n",
       "Q 3634 1759 3634 1313 \n",
       "Q 3634 634 3220 271 \n",
       "Q 2806 -91 2034 -91 \n",
       "Q 1263 -91 848 271 \n",
       "Q 434 634 434 1313 \n",
       "Q 434 1759 690 2068 \n",
       "Q 947 2378 1403 2484 \n",
       "z\n",
       "M 1172 3481 \n",
       "Q 1172 3119 1398 2916 \n",
       "Q 1625 2713 2034 2713 \n",
       "Q 2441 2713 2670 2916 \n",
       "Q 2900 3119 2900 3481 \n",
       "Q 2900 3844 2670 4047 \n",
       "Q 2441 4250 2034 4250 \n",
       "Q 1625 4250 1398 4047 \n",
       "Q 1172 3844 1172 3481 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-38\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_3\">\n",
       "     <g id=\"line2d_7\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m921707d5db\" x=\"324.635995\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_8\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#ma2620e701a\" x=\"324.635995\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_3\">\n",
       "      <!-- 2012 -->\n",
       "      <g transform=\"translate(309.365995 324.259875) scale(0.12 -0.12)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-31\" d=\"M 794 531 \n",
       "L 1825 531 \n",
       "L 1825 4091 \n",
       "L 703 3866 \n",
       "L 703 4441 \n",
       "L 1819 4666 \n",
       "L 2450 4666 \n",
       "L 2450 531 \n",
       "L 3481 531 \n",
       "L 3481 0 \n",
       "L 794 0 \n",
       "L 794 531 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_4\">\n",
       "     <g id=\"line2d_9\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m921707d5db\" x=\"415.734218\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_10\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#ma2620e701a\" x=\"415.734218\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_4\">\n",
       "      <!-- 2016 -->\n",
       "      <g transform=\"translate(400.464218 324.259875) scale(0.12 -0.12)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-36\" d=\"M 2113 2584 \n",
       "Q 1688 2584 1439 2293 \n",
       "Q 1191 2003 1191 1497 \n",
       "Q 1191 994 1439 701 \n",
       "Q 1688 409 2113 409 \n",
       "Q 2538 409 2786 701 \n",
       "Q 3034 994 3034 1497 \n",
       "Q 3034 2003 2786 2293 \n",
       "Q 2538 2584 2113 2584 \n",
       "z\n",
       "M 3366 4563 \n",
       "L 3366 3988 \n",
       "Q 3128 4100 2886 4159 \n",
       "Q 2644 4219 2406 4219 \n",
       "Q 1781 4219 1451 3797 \n",
       "Q 1122 3375 1075 2522 \n",
       "Q 1259 2794 1537 2939 \n",
       "Q 1816 3084 2150 3084 \n",
       "Q 2853 3084 3261 2657 \n",
       "Q 3669 2231 3669 1497 \n",
       "Q 3669 778 3244 343 \n",
       "Q 2819 -91 2113 -91 \n",
       "Q 1303 -91 875 529 \n",
       "Q 447 1150 447 2328 \n",
       "Q 447 3434 972 4092 \n",
       "Q 1497 4750 2381 4750 \n",
       "Q 2619 4750 2861 4703 \n",
       "Q 3103 4656 3366 4563 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-31\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_5\">\n",
       "     <g id=\"line2d_11\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m921707d5db\" x=\"506.832441\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_12\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#ma2620e701a\" x=\"506.832441\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_5\">\n",
       "      <!-- 2020 -->\n",
       "      <g transform=\"translate(491.562441 324.259875) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"xtick_6\">\n",
       "     <g id=\"line2d_13\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m921707d5db\" x=\"597.930664\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_14\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#ma2620e701a\" x=\"597.930664\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_6\">\n",
       "      <!-- 2024 -->\n",
       "      <g transform=\"translate(582.660664 324.259875) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-32\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"127.246094\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"190.869141\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_7\">\n",
       "     <!-- Quarter -->\n",
       "     <g transform=\"translate(312.773438 340.873625) scale(0.12 -0.12)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-51\" d=\"M 2522 4238 \n",
       "Q 1834 4238 1429 3725 \n",
       "Q 1025 3213 1025 2328 \n",
       "Q 1025 1447 1429 934 \n",
       "Q 1834 422 2522 422 \n",
       "Q 3209 422 3611 934 \n",
       "Q 4013 1447 4013 2328 \n",
       "Q 4013 3213 3611 3725 \n",
       "Q 3209 4238 2522 4238 \n",
       "z\n",
       "M 3406 84 \n",
       "L 4238 -825 \n",
       "L 3475 -825 \n",
       "L 2784 -78 \n",
       "Q 2681 -84 2626 -87 \n",
       "Q 2572 -91 2522 -91 \n",
       "Q 1538 -91 948 567 \n",
       "Q 359 1225 359 2328 \n",
       "Q 359 3434 948 4092 \n",
       "Q 1538 4750 2522 4750 \n",
       "Q 3503 4750 4090 4092 \n",
       "Q 4678 3434 4678 2328 \n",
       "Q 4678 1516 4351 937 \n",
       "Q 4025 359 3406 84 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-75\" d=\"M 544 1381 \n",
       "L 544 3500 \n",
       "L 1119 3500 \n",
       "L 1119 1403 \n",
       "Q 1119 906 1312 657 \n",
       "Q 1506 409 1894 409 \n",
       "Q 2359 409 2629 706 \n",
       "Q 2900 1003 2900 1516 \n",
       "L 2900 3500 \n",
       "L 3475 3500 \n",
       "L 3475 0 \n",
       "L 2900 0 \n",
       "L 2900 538 \n",
       "Q 2691 219 2414 64 \n",
       "Q 2138 -91 1772 -91 \n",
       "Q 1169 -91 856 284 \n",
       "Q 544 659 544 1381 \n",
       "z\n",
       "M 1991 3584 \n",
       "L 1991 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-61\" d=\"M 2194 1759 \n",
       "Q 1497 1759 1228 1600 \n",
       "Q 959 1441 959 1056 \n",
       "Q 959 750 1161 570 \n",
       "Q 1363 391 1709 391 \n",
       "Q 2188 391 2477 730 \n",
       "Q 2766 1069 2766 1631 \n",
       "L 2766 1759 \n",
       "L 2194 1759 \n",
       "z\n",
       "M 3341 1997 \n",
       "L 3341 0 \n",
       "L 2766 0 \n",
       "L 2766 531 \n",
       "Q 2569 213 2275 61 \n",
       "Q 1981 -91 1556 -91 \n",
       "Q 1019 -91 701 211 \n",
       "Q 384 513 384 1019 \n",
       "Q 384 1609 779 1909 \n",
       "Q 1175 2209 1959 2209 \n",
       "L 2766 2209 \n",
       "L 2766 2266 \n",
       "Q 2766 2663 2505 2880 \n",
       "Q 2244 3097 1772 3097 \n",
       "Q 1472 3097 1187 3025 \n",
       "Q 903 2953 641 2809 \n",
       "L 641 3341 \n",
       "Q 956 3463 1253 3523 \n",
       "Q 1550 3584 1831 3584 \n",
       "Q 2591 3584 2966 3190 \n",
       "Q 3341 2797 3341 1997 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-72\" d=\"M 2631 2963 \n",
       "Q 2534 3019 2420 3045 \n",
       "Q 2306 3072 2169 3072 \n",
       "Q 1681 3072 1420 2755 \n",
       "Q 1159 2438 1159 1844 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1341 3275 1631 3429 \n",
       "Q 1922 3584 2338 3584 \n",
       "Q 2397 3584 2469 3576 \n",
       "Q 2541 3569 2628 3553 \n",
       "L 2631 2963 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-74\" d=\"M 1172 4494 \n",
       "L 1172 3500 \n",
       "L 2356 3500 \n",
       "L 2356 3053 \n",
       "L 1172 3053 \n",
       "L 1172 1153 \n",
       "Q 1172 725 1289 603 \n",
       "Q 1406 481 1766 481 \n",
       "L 2356 481 \n",
       "L 2356 0 \n",
       "L 1766 0 \n",
       "Q 1100 0 847 248 \n",
       "Q 594 497 594 1153 \n",
       "L 594 3053 \n",
       "L 172 3053 \n",
       "L 172 3500 \n",
       "L 594 3500 \n",
       "L 594 4494 \n",
       "L 1172 4494 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-65\" d=\"M 3597 1894 \n",
       "L 3597 1613 \n",
       "L 953 1613 \n",
       "Q 991 1019 1311 708 \n",
       "Q 1631 397 2203 397 \n",
       "Q 2534 397 2845 478 \n",
       "Q 3156 559 3463 722 \n",
       "L 3463 178 \n",
       "Q 3153 47 2828 -22 \n",
       "Q 2503 -91 2169 -91 \n",
       "Q 1331 -91 842 396 \n",
       "Q 353 884 353 1716 \n",
       "Q 353 2575 817 3079 \n",
       "Q 1281 3584 2069 3584 \n",
       "Q 2775 3584 3186 3129 \n",
       "Q 3597 2675 3597 1894 \n",
       "z\n",
       "M 3022 2063 \n",
       "Q 3016 2534 2758 2815 \n",
       "Q 2500 3097 2075 3097 \n",
       "Q 1594 3097 1305 2825 \n",
       "Q 1016 2553 972 2059 \n",
       "L 3022 2063 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-51\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"78.710938\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-61\" x=\"142.089844\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"203.369141\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"244.482422\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"283.691406\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"345.214844\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"matplotlib.axis_2\">\n",
       "    <g id=\"ytick_1\">\n",
       "     <g id=\"line2d_15\">\n",
       "      <defs>\n",
       "       <path id=\"m8f824145ec\" d=\"M 0 0 \n",
       "L 4 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m8f824145ec\" x=\"56.953125\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_16\">\n",
       "      <defs>\n",
       "       <path id=\"m51485a1ffe\" d=\"M 0 0 \n",
       "L -4 0 \n",
       "\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </defs>\n",
       "      <g>\n",
       "       <use xlink:href=\"#m51485a1ffe\" x=\"614.953125\" y=\"311.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_8\">\n",
       "      <!-- −0.4 -->\n",
       "      <g transform=\"translate(23.81375 314.453) scale(0.12 -0.12)\">\n",
       "       <defs>\n",
       "        <path id=\"DejaVuSans-2212\" d=\"M 678 2272 \n",
       "L 4684 2272 \n",
       "L 4684 1741 \n",
       "L 678 1741 \n",
       "L 678 2272 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "        <path id=\"DejaVuSans-2e\" d=\"M 684 794 \n",
       "L 1344 794 \n",
       "L 1344 0 \n",
       "L 684 0 \n",
       "L 684 794 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       </defs>\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_2\">\n",
       "     <g id=\"line2d_17\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m8f824145ec\" x=\"56.953125\" y=\"253.54175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_18\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m51485a1ffe\" x=\"614.953125\" y=\"253.54175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_9\">\n",
       "      <!-- −0.2 -->\n",
       "      <g transform=\"translate(23.81375 256.853) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-2212\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"83.789062\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"147.412109\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"179.199219\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_3\">\n",
       "     <g id=\"line2d_19\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m8f824145ec\" x=\"56.953125\" y=\"195.94175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_20\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m51485a1ffe\" x=\"614.953125\" y=\"195.94175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_10\">\n",
       "      <!-- 0.0 -->\n",
       "      <g transform=\"translate(33.869375 199.253) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-30\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_4\">\n",
       "     <g id=\"line2d_21\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m8f824145ec\" x=\"56.953125\" y=\"138.34175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_22\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m51485a1ffe\" x=\"614.953125\" y=\"138.34175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_11\">\n",
       "      <!-- 0.2 -->\n",
       "      <g transform=\"translate(33.869375 141.653) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-32\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_5\">\n",
       "     <g id=\"line2d_23\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m8f824145ec\" x=\"56.953125\" y=\"80.74175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_24\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m51485a1ffe\" x=\"614.953125\" y=\"80.74175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_12\">\n",
       "      <!-- 0.4 -->\n",
       "      <g transform=\"translate(33.869375 84.053) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-34\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"ytick_6\">\n",
       "     <g id=\"line2d_25\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m8f824145ec\" x=\"56.953125\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"line2d_26\">\n",
       "      <g>\n",
       "       <use xlink:href=\"#m51485a1ffe\" x=\"614.953125\" y=\"23.14175\" style=\"stroke: #000000; stroke-width: 0.5\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "     <g id=\"text_13\">\n",
       "      <!-- 0.6 -->\n",
       "      <g transform=\"translate(33.869375 26.453) scale(0.12 -0.12)\">\n",
       "       <use xlink:href=\"#DejaVuSans-30\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-2e\" x=\"63.623047\"/>\n",
       "       <use xlink:href=\"#DejaVuSans-36\" x=\"95.410156\"/>\n",
       "      </g>\n",
       "     </g>\n",
       "    </g>\n",
       "    <g id=\"text_14\">\n",
       "     <!-- Return -->\n",
       "     <g transform=\"translate(16.318125 187.051437) rotate(-90) scale(0.12 -0.12)\">\n",
       "      <defs>\n",
       "       <path id=\"DejaVuSans-52\" d=\"M 2841 2188 \n",
       "Q 3044 2119 3236 1894 \n",
       "Q 3428 1669 3622 1275 \n",
       "L 4263 0 \n",
       "L 3584 0 \n",
       "L 2988 1197 \n",
       "Q 2756 1666 2539 1819 \n",
       "Q 2322 1972 1947 1972 \n",
       "L 1259 1972 \n",
       "L 1259 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "L 2053 4666 \n",
       "Q 2853 4666 3247 4331 \n",
       "Q 3641 3997 3641 3322 \n",
       "Q 3641 2881 3436 2590 \n",
       "Q 3231 2300 2841 2188 \n",
       "z\n",
       "M 1259 4147 \n",
       "L 1259 2491 \n",
       "L 2053 2491 \n",
       "Q 2509 2491 2742 2702 \n",
       "Q 2975 2913 2975 3322 \n",
       "Q 2975 3731 2742 3939 \n",
       "Q 2509 4147 2053 4147 \n",
       "L 1259 4147 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "       <path id=\"DejaVuSans-6e\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 3500 \n",
       "L 1159 3500 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      </defs>\n",
       "      <use xlink:href=\"#DejaVuSans-52\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-65\" x=\"64.982422\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-74\" x=\"126.505859\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-75\" x=\"165.714844\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-72\" x=\"229.09375\"/>\n",
       "      <use xlink:href=\"#DejaVuSans-6e\" x=\"268.457031\"/>\n",
       "     </g>\n",
       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_15\">\n",
       "    <!-- China's Stock Market -->\n",
       "    <g transform=\"translate(260.40825 18.14175) scale(0.144 -0.144)\">\n",
       "     <defs>\n",
       "      <path id=\"DejaVuSans-43\" d=\"M 4122 4306 \n",
       "L 4122 3641 \n",
       "Q 3803 3938 3442 4084 \n",
       "Q 3081 4231 2675 4231 \n",
       "Q 1875 4231 1450 3742 \n",
       "Q 1025 3253 1025 2328 \n",
       "Q 1025 1406 1450 917 \n",
       "Q 1875 428 2675 428 \n",
       "Q 3081 428 3442 575 \n",
       "Q 3803 722 4122 1019 \n",
       "L 4122 359 \n",
       "Q 3791 134 3420 21 \n",
       "Q 3050 -91 2638 -91 \n",
       "Q 1578 -91 968 557 \n",
       "Q 359 1206 359 2328 \n",
       "Q 359 3453 968 4101 \n",
       "Q 1578 4750 2638 4750 \n",
       "Q 3056 4750 3426 4639 \n",
       "Q 3797 4528 4122 4306 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-68\" d=\"M 3513 2113 \n",
       "L 3513 0 \n",
       "L 2938 0 \n",
       "L 2938 2094 \n",
       "Q 2938 2591 2744 2837 \n",
       "Q 2550 3084 2163 3084 \n",
       "Q 1697 3084 1428 2787 \n",
       "Q 1159 2491 1159 1978 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 2956 \n",
       "Q 1366 3272 1645 3428 \n",
       "Q 1925 3584 2291 3584 \n",
       "Q 2894 3584 3203 3211 \n",
       "Q 3513 2838 3513 2113 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-69\" d=\"M 603 3500 \n",
       "L 1178 3500 \n",
       "L 1178 0 \n",
       "L 603 0 \n",
       "L 603 3500 \n",
       "z\n",
       "M 603 4863 \n",
       "L 1178 4863 \n",
       "L 1178 4134 \n",
       "L 603 4134 \n",
       "L 603 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-27\" d=\"M 1147 4666 \n",
       "L 1147 2931 \n",
       "L 616 2931 \n",
       "L 616 4666 \n",
       "L 1147 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-73\" d=\"M 2834 3397 \n",
       "L 2834 2853 \n",
       "Q 2591 2978 2328 3040 \n",
       "Q 2066 3103 1784 3103 \n",
       "Q 1356 3103 1142 2972 \n",
       "Q 928 2841 928 2578 \n",
       "Q 928 2378 1081 2264 \n",
       "Q 1234 2150 1697 2047 \n",
       "L 1894 2003 \n",
       "Q 2506 1872 2764 1633 \n",
       "Q 3022 1394 3022 966 \n",
       "Q 3022 478 2636 193 \n",
       "Q 2250 -91 1575 -91 \n",
       "Q 1294 -91 989 -36 \n",
       "Q 684 19 347 128 \n",
       "L 347 722 \n",
       "Q 666 556 975 473 \n",
       "Q 1284 391 1588 391 \n",
       "Q 1994 391 2212 530 \n",
       "Q 2431 669 2431 922 \n",
       "Q 2431 1156 2273 1281 \n",
       "Q 2116 1406 1581 1522 \n",
       "L 1381 1569 \n",
       "Q 847 1681 609 1914 \n",
       "Q 372 2147 372 2553 \n",
       "Q 372 3047 722 3315 \n",
       "Q 1072 3584 1716 3584 \n",
       "Q 2034 3584 2315 3537 \n",
       "Q 2597 3491 2834 3397 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-20\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-53\" d=\"M 3425 4513 \n",
       "L 3425 3897 \n",
       "Q 3066 4069 2747 4153 \n",
       "Q 2428 4238 2131 4238 \n",
       "Q 1616 4238 1336 4038 \n",
       "Q 1056 3838 1056 3469 \n",
       "Q 1056 3159 1242 3001 \n",
       "Q 1428 2844 1947 2747 \n",
       "L 2328 2669 \n",
       "Q 3034 2534 3370 2195 \n",
       "Q 3706 1856 3706 1288 \n",
       "Q 3706 609 3251 259 \n",
       "Q 2797 -91 1919 -91 \n",
       "Q 1588 -91 1214 -16 \n",
       "Q 841 59 441 206 \n",
       "L 441 856 \n",
       "Q 825 641 1194 531 \n",
       "Q 1563 422 1919 422 \n",
       "Q 2459 422 2753 634 \n",
       "Q 3047 847 3047 1241 \n",
       "Q 3047 1584 2836 1778 \n",
       "Q 2625 1972 2144 2069 \n",
       "L 1759 2144 \n",
       "Q 1053 2284 737 2584 \n",
       "Q 422 2884 422 3419 \n",
       "Q 422 4038 858 4394 \n",
       "Q 1294 4750 2059 4750 \n",
       "Q 2388 4750 2728 4690 \n",
       "Q 3069 4631 3425 4513 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6f\" d=\"M 1959 3097 \n",
       "Q 1497 3097 1228 2736 \n",
       "Q 959 2375 959 1747 \n",
       "Q 959 1119 1226 758 \n",
       "Q 1494 397 1959 397 \n",
       "Q 2419 397 2687 759 \n",
       "Q 2956 1122 2956 1747 \n",
       "Q 2956 2369 2687 2733 \n",
       "Q 2419 3097 1959 3097 \n",
       "z\n",
       "M 1959 3584 \n",
       "Q 2709 3584 3137 3096 \n",
       "Q 3566 2609 3566 1747 \n",
       "Q 3566 888 3137 398 \n",
       "Q 2709 -91 1959 -91 \n",
       "Q 1206 -91 779 398 \n",
       "Q 353 888 353 1747 \n",
       "Q 353 2609 779 3096 \n",
       "Q 1206 3584 1959 3584 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-63\" d=\"M 3122 3366 \n",
       "L 3122 2828 \n",
       "Q 2878 2963 2633 3030 \n",
       "Q 2388 3097 2138 3097 \n",
       "Q 1578 3097 1268 2742 \n",
       "Q 959 2388 959 1747 \n",
       "Q 959 1106 1268 751 \n",
       "Q 1578 397 2138 397 \n",
       "Q 2388 397 2633 464 \n",
       "Q 2878 531 3122 666 \n",
       "L 3122 134 \n",
       "Q 2881 22 2623 -34 \n",
       "Q 2366 -91 2075 -91 \n",
       "Q 1284 -91 818 406 \n",
       "Q 353 903 353 1747 \n",
       "Q 353 2603 823 3093 \n",
       "Q 1294 3584 2113 3584 \n",
       "Q 2378 3584 2631 3529 \n",
       "Q 2884 3475 3122 3366 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-6b\" d=\"M 581 4863 \n",
       "L 1159 4863 \n",
       "L 1159 1991 \n",
       "L 2875 3500 \n",
       "L 3609 3500 \n",
       "L 1753 1863 \n",
       "L 3688 0 \n",
       "L 2938 0 \n",
       "L 1159 1709 \n",
       "L 1159 0 \n",
       "L 581 0 \n",
       "L 581 4863 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "      <path id=\"DejaVuSans-4d\" d=\"M 628 4666 \n",
       "L 1569 4666 \n",
       "L 2759 1491 \n",
       "L 3956 4666 \n",
       "L 4897 4666 \n",
       "L 4897 0 \n",
       "L 4281 0 \n",
       "L 4281 4097 \n",
       "L 3078 897 \n",
       "L 2444 897 \n",
       "L 1241 4097 \n",
       "L 1241 0 \n",
       "L 628 0 \n",
       "L 628 4666 \n",
       "z\n",
       "\" transform=\"scale(0.015625)\"/>\n",
       "     </defs>\n",
       "     <use xlink:href=\"#DejaVuSans-43\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-68\" x=\"69.824219\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-69\" x=\"133.203125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6e\" x=\"160.986328\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"224.365234\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-27\" x=\"285.644531\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-73\" x=\"313.134766\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"365.234375\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-53\" x=\"397.021484\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"460.498047\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6f\" x=\"499.707031\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-63\" x=\"560.888672\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"615.869141\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-20\" x=\"673.779297\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-4d\" x=\"705.566406\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-61\" x=\"791.845703\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-72\" x=\"853.125\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-6b\" x=\"894.238281\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-65\" x=\"948.523438\"/>\n",
       "     <use xlink:href=\"#DejaVuSans-74\" x=\"1010.046875\"/>\n",
       "    </g>\n",
       "   </g>\n",
       "  </g>\n",
       " </g>\n",
       " <defs>\n",
       "  <clipPath id=\"p167f67ab44\">\n",
       "   <rect x=\"56.953125\" y=\"23.14175\" width=\"558\" height=\"288\"/>\n",
       "  </clipPath>\n",
       " </defs>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = Q_reg_data['2000-01':'2024-09'].copy()\n",
    "data['fitted_return'] =  model_cpi.fittedvalues\n",
    "\n",
    "fig = plt.figure(figsize=(10, 5))\n",
    "plt.plot('Raw_return',\n",
    "         '-r',\n",
    "         label='ret',\n",
    "         linewidth=1,\n",
    "         data=data)\n",
    "plt.plot('fitted_return',\n",
    "         '-b',\n",
    "         label='Fitted Return',\n",
    "         linewidth=1,\n",
    "         data=data)\n",
    "plt.title(\"China's Stock Market\")\n",
    "plt.xlabel('Quarter')  # 画图的x轴名称\n",
    "plt.ylabel('Return')  # 画图的y轴名称\n",
    "\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Raw_return</th>\n",
       "      <th>cpi</th>\n",
       "      <th>lcpi</th>\n",
       "      <th>next_ret</th>\n",
       "      <th>next_ret2</th>\n",
       "      <th>next_ret3</th>\n",
       "      <th>future_3month_return</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Day</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1995-01-31</th>\n",
       "      <td>-0.131631</td>\n",
       "      <td>24.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.976306</td>\n",
       "      <td>1.177803</td>\n",
       "      <td>0.896448</td>\n",
       "      <td>0.030822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-02-28</th>\n",
       "      <td>-0.023694</td>\n",
       "      <td>22.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.177803</td>\n",
       "      <td>0.896448</td>\n",
       "      <td>1.207922</td>\n",
       "      <td>0.275370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-03-31</th>\n",
       "      <td>0.177803</td>\n",
       "      <td>21.3</td>\n",
       "      <td>0.241</td>\n",
       "      <td>0.896448</td>\n",
       "      <td>1.207922</td>\n",
       "      <td>0.900173</td>\n",
       "      <td>-0.025258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-04-30</th>\n",
       "      <td>-0.103552</td>\n",
       "      <td>20.7</td>\n",
       "      <td>0.224</td>\n",
       "      <td>1.207922</td>\n",
       "      <td>0.900173</td>\n",
       "      <td>1.103032</td>\n",
       "      <td>0.199369</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1995-05-31</th>\n",
       "      <td>0.207922</td>\n",
       "      <td>20.3</td>\n",
       "      <td>0.213</td>\n",
       "      <td>0.900173</td>\n",
       "      <td>1.103032</td>\n",
       "      <td>1.040716</td>\n",
       "      <td>0.033347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-05-31</th>\n",
       "      <td>-0.005801</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.961316</td>\n",
       "      <td>0.990344</td>\n",
       "      <td>0.967151</td>\n",
       "      <td>-0.079240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-06-30</th>\n",
       "      <td>-0.038684</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.990344</td>\n",
       "      <td>0.967151</td>\n",
       "      <td>1.173908</td>\n",
       "      <td>0.124383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-07-31</th>\n",
       "      <td>-0.009656</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.003</td>\n",
       "      <td>0.967151</td>\n",
       "      <td>1.173908</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-08-31</th>\n",
       "      <td>-0.032849</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.002</td>\n",
       "      <td>1.173908</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024-09-30</th>\n",
       "      <td>0.173908</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.005</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>357 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            Raw_return   cpi   lcpi  next_ret  next_ret2  next_ret3  \\\n",
       "Day                                                                   \n",
       "1995-01-31   -0.131631  24.1    NaN  0.976306   1.177803   0.896448   \n",
       "1995-02-28   -0.023694  22.4    NaN  1.177803   0.896448   1.207922   \n",
       "1995-03-31    0.177803  21.3  0.241  0.896448   1.207922   0.900173   \n",
       "1995-04-30   -0.103552  20.7  0.224  1.207922   0.900173   1.103032   \n",
       "1995-05-31    0.207922  20.3  0.213  0.900173   1.103032   1.040716   \n",
       "...                ...   ...    ...       ...        ...        ...   \n",
       "2024-05-31   -0.005801   0.3  0.001  0.961316   0.990344   0.967151   \n",
       "2024-06-30   -0.038684   0.2  0.003  0.990344   0.967151   1.173908   \n",
       "2024-07-31   -0.009656   0.5  0.003  0.967151   1.173908        NaN   \n",
       "2024-08-31   -0.032849   0.6  0.002  1.173908        NaN        NaN   \n",
       "2024-09-30    0.173908   0.4  0.005       NaN        NaN        NaN   \n",
       "\n",
       "            future_3month_return  \n",
       "Day                               \n",
       "1995-01-31              0.030822  \n",
       "1995-02-28              0.275370  \n",
       "1995-03-31             -0.025258  \n",
       "1995-04-30              0.199369  \n",
       "1995-05-31              0.033347  \n",
       "...                          ...  \n",
       "2024-05-31             -0.079240  \n",
       "2024-06-30              0.124383  \n",
       "2024-07-31                   NaN  \n",
       "2024-08-31                   NaN  \n",
       "2024-09-30                   NaN  \n",
       "\n",
       "[357 rows x 7 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#长期预测\n",
    "reg_data['next_ret'] = reg_data['Raw_return'].shift(-1) + 1\n",
    "reg_data['next_ret2'] = reg_data['Raw_return'].shift(-2) + 1\n",
    "reg_data['next_ret3'] = reg_data['Raw_return'].shift(-3) + 1\n",
    "reg_data['future_3month_return'] = reg_data['next_ret'] * reg_data['next_ret2'] * reg_data['next_ret3'] - 1\n",
    "reg_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                             OLS Regression Results                             \n",
      "================================================================================\n",
      "Dep. Variable:     future_3month_return   R-squared:                       0.063\n",
      "Model:                              OLS   Adj. R-squared:                  0.060\n",
      "Method:                   Least Squares   F-statistic:                     6.767\n",
      "Date:                  Tue, 22 Oct 2024   Prob (F-statistic):            0.00976\n",
      "Time:                          20:36:07   Log-Likelihood:                 173.53\n",
      "No. Observations:                   294   AIC:                            -343.1\n",
      "Df Residuals:                       292   BIC:                            -335.7\n",
      "Df Model:                             1                                         \n",
      "Covariance Type:                    HAC                                         \n",
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "Intercept      0.0519      0.020      2.640      0.008       0.013       0.090\n",
      "lcpi          -1.7936      0.689     -2.601      0.009      -3.145      -0.442\n",
      "==============================================================================\n",
      "Omnibus:                       46.206   Durbin-Watson:                   0.552\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):               74.466\n",
      "Skew:                           0.917   Prob(JB):                     6.76e-17\n",
      "Kurtosis:                       4.649   Cond. No.                         51.7\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors are heteroscedasticity and autocorrelation robust (HAC) using 6 lags and without small sample correction\n"
     ]
    }
   ],
   "source": [
    "model_cpi_3month = smf.ols('future_3month_return ~ lcpi',\n",
    "                 data=reg_data['2000-01':'2024-09']).fit(\n",
    "                     cov_type='HAC', cov_kwds={'maxlags': 6})\n",
    "print(model_cpi_3month.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          Table - OLS Regressions: Forecast Stock Market Return\n",
      "=========================================================================\n",
      "                 Next Month's Return Next 3 Months' Return Quarter Return\n",
      "-------------------------------------------------------------------------\n",
      "Intercept        0.020***            0.052***              0.062***      \n",
      "                 (0.007)             (0.020)               (0.022)       \n",
      "lcpi             -0.734***           -1.794***             -0.007***     \n",
      "                 (0.238)             (0.689)               (0.002)       \n",
      "R-squared        0.040               0.063                 0.081         \n",
      "R-squared Adj.   0.037               0.060                 0.071         \n",
      "No. observations 297                 294                   99            \n",
      "=========================================================================\n",
      "Standard errors in parentheses.\n",
      "* p<.1, ** p<.05, ***p<.01\n"
     ]
    }
   ],
   "source": [
    "from statsmodels.iolib.summary2 import summary_col\n",
    "\n",
    "info_dict = {'No. observations': lambda x: f\"{int(x.nobs):d}\"}\n",
    "\n",
    "results_table = summary_col(results=[model_cpi, model_cpi_3month, model_qcpi],\n",
    "                            float_format='%0.3f', #数据显示的格式，默认四位小数\n",
    "                            stars=True, # 是否有*，True为有\n",
    "                            model_names=[\"Next Month's Return\", \"Next 3 Months' Return\", 'Quarter Return'],\n",
    "                            info_dict=info_dict,\n",
    "                            regressor_order=['Intercept', 'lcpi'])\n",
    "\n",
    "results_table.add_title(\n",
    "    'Table - OLS Regressions: Forecast Stock Market Return')\n",
    "\n",
    "print(results_table)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:                    cpi   R-squared:                       0.907\n",
      "Model:                            OLS   Adj. R-squared:                  0.907\n",
      "Method:                 Least Squares   F-statistic:                     1471.\n",
      "Date:                Tue, 22 Oct 2024   Prob (F-statistic):          1.16e-116\n",
      "Time:                        20:36:07   Log-Likelihood:                -261.80\n",
      "No. Observations:                 297   AIC:                             527.6\n",
      "Df Residuals:                     295   BIC:                             535.0\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:                  HAC                                         \n",
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "Intercept      0.1069      0.048      2.212      0.027       0.012       0.202\n",
      "lcpi           0.9498      0.025     38.358      0.000       0.901       0.998\n",
      "==============================================================================\n",
      "Omnibus:                       16.294   Durbin-Watson:                   1.839\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):               37.325\n",
      "Skew:                          -0.200   Prob(JB):                     7.85e-09\n",
      "Kurtosis:                       4.690   Cond. No.                         4.36\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors are heteroscedasticity and autocorrelation robust (HAC) using 6 lags and without small sample correction\n"
     ]
    }
   ],
   "source": [
    "#CPI的自相关性\n",
    "reg_data['lcpi'] = reg_data['cpi'].shift(1)\n",
    "model_cpiself = smf.ols('cpi~lcpi',\n",
    "                 data=reg_data['2000-01':'2024-09']).fit(\n",
    "                     cov_type='HAC', cov_kwds={'maxlags': 6})\n",
    "print(model_cpiself.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:             Raw_return   R-squared:                       0.021\n",
      "Model:                            OLS   Adj. R-squared:                  0.017\n",
      "Method:                 Least Squares   F-statistic:                     3.144\n",
      "Date:                Tue, 22 Oct 2024   Prob (F-statistic):             0.0773\n",
      "Time:                        20:36:07   Log-Likelihood:                 368.48\n",
      "No. Observations:                 297   AIC:                            -733.0\n",
      "Df Residuals:                     295   BIC:                            -725.6\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:                  HAC                                         \n",
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "Intercept      0.0164      0.007      2.397      0.017       0.003       0.030\n",
      "cpi           -0.0053      0.003     -1.773      0.076      -0.011       0.001\n",
      "==============================================================================\n",
      "Omnibus:                       15.349   Durbin-Watson:                   1.784\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):               39.312\n",
      "Skew:                           0.070   Prob(JB):                     2.91e-09\n",
      "Kurtosis:                       4.777   Cond. No.                         4.38\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors are heteroscedasticity and autocorrelation robust (HAC) using 6 lags and without small sample correction\n"
     ]
    }
   ],
   "source": [
    "model_cpiself = smf.ols('Raw_return~cpi',\n",
    "                 data=reg_data['2000-01':'2024-09']).fit(\n",
    "                     cov_type='HAC', cov_kwds={'maxlags': 6})\n",
    "print(model_cpiself.summary())"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
